English 737 Final Project Dr. Keck Cherry Ngai Fanny Law Min Song Rainie Zhang Using Corpora to Develop Teaching Materials Synonymous Words The present paper first attempts to get insights of the definitions of SAY, TELL, TALK, and SPEAK from the traditional dictionaries, www.dictionary.com, and corpus-based dictionaries, Longman Dictionary of Contemporary English. Second, the frequency counts of the target words are collected from COCA, MICASE, General Service List, and Academic Word List. Next, the documentation of the procedure, phraseologies, and findings of each of the target words is presented. Then, results of the findings are synthesized and discussed. Finally, some reflections about the process of this study and their implications are offered. 1. Introduction & Rationale Many English learners have difficulty using SAY, TELL, TALK, and SPEAK appropriately in the right context. In many languages, especially Asian languages, there are only at most two words that represent the same meanings of these four words. Because many bilingual and monolingual learners’ dictionaries only show the definitions of the words or at most show some selective example sentences of their usage, many English learners get confused with the usage especially when they rely heavily on L1 transfer in the beginning phase of learning English as a second language. The differences of their meaning are subtle. In some cases, more than one of the words are appropriate in the same context. However, in other contexts, they are not compatible in the same context. Therefore, even knowing the subtlety of the different meanings can still cause errors of usage. Besides the lack of clarity of dictionary definitions, not many ESL textbooks devote a section on explaining the usage of these four commonly used words or comparison between them. Especially in speaking, learners make mistakes without knowing. Moreover, the likelihood of having someone to correct their errors is very slim. Even if they have native speakers to correct the wrong usage of the words, native intuition is not effective in explaining why one word should be used over the others. Naturally, self-correction becomes quite impossible. Besides, even though students have access to vast information of vocabulary online through the search engine, such as Google, and online dictionaries, they may not be able to identify the correct uses of the target words in different contexts. Consultation of corpus-based dictionaries may be promising because not only do they give definitions to the words in query but also their phraseologies of usage; however, most learners are not aware of their existence on the Internet. If students are trained to use these corpus-based sources correctly, their vocabulary acquisition will become more effective by understanding and getting knowledge on registers, collocations, grammatical patterns, etc. (McCarten, 2007). In our target teaching context, university ESL courses, teachers generally do not pay too much attention on teaching SAY, TELL, TALK, and SPEAK. Because it is assumed that these are low level vocabulary words, they do not present such a need to be taught over those academic vocabulary words that would enhance students’ understanding of academic texts. For the nearly synonymous words, there have been corpus-based studies in the literature where synonymous words are investigated. Butler (2008) studied idea, concept, and notion; Liu (2010) studied make, take, do, and have and their collocating nouns; Wu (2008) investigated advise, recommend, and suggest. Dictionaries alone, even corpus-based dictionaries, cannot provide a clearer explanation of the meanings and usages of these target words as effective as these studies have shown us. Our purpose of this study is to investigate the different usage of these nearly synonymous words, SAY, TELL, TALK, and SPEAK, from the corpora. Through learning the lexicogrammatical associations and differences of these four target words, we aim to develop corpus informed teaching materials and resources that can be helpful to show learners the repeated occurrences of patterns. We especially believe that the phraseology patterns we can find in the corpora are convincing evidences to back up dictionary and intuitive knowledge of the usage of these four words. By showing the contextualized concordance lines from our investigation, the example sentences of real language would help solve the ambiguity of the usage problems among SAY, TELL, TALK, and SPEAK. As mentioned above, we are concerned that our target university ESL learners would not get corrected when they use these words incorrectly in their daily speech events. Therefore, we decided to conduct our investigation in the interactive spoken corpus, MICASE, in the academic settings and COCA for its multifunctional search features as an additional reference. Another purpose of this study is to document the step-by-step process of 2 our investigation when developing the corpus-informed materials since not much research has recorded the procedure and the real challenges being encountered. 2. Dictionaries Dictionary.com and Longman dictionary To learn the listed definitions of SAY, TELL, TALK, and SPEAK in the existing dictionaries, we chose to employ two online dictionaries, Dictionary.com and Longman Dictionary of Contemporary English. The former is believed to be used by many English learners since it is the first return from Google search when “dictionary” is typed in as the search word. According to Dictionary.com, the contents are from “15 authoritative licensed and proprietary reference sources.” Having over 50 million visitors per month, the website not only provides the definitions, but also it offers an access to the other online vocabulary studying tools, such as Thesauraus.com. While Dictionary.com is a collection of the traditional dictionaries stored online, Longman Dictionary is an online corpus-based vocabulary search tool. Therefore, examples provided in Longman Dictionaries come from real and authentic language that is closer to daily life usages. Besides, this corpus-based dictionary contains a large number of new words and meanings highlighting 3000 most frequent words in spoken and written English. Considering the different characteristics of the two online dictionaries, we started our search on the four words: SAY, TELL, TALK, and SPEAK. Since our research focus is differentiating these words in meanings with their interchangeable use, we only searched definitions of these words as verbs and excluded all other parts of speech and idiomatic expressions. The definitions we found on the four words are as follows: Dictionary.com SAY Longman Dictionary –verb (used with object) -[intransitive only in negatives, transitive] 1. to utter or pronounce; speak: 1. to express an idea, feeling, thought etc using What did you say? I said “Hello!” words: 'I'm so tired,' she said. 2. to express in words; state; say (that): A spokesman said that the company had 3 declare; word: Say it clearly and improved its safety standards. simply. It's hard to know how to say how/why/who etc :Did she say what say this tactfully. happened?; I would like to say how much we 3. to state as an opinion or appreciate your hard work; 'Why did she leave?' 'I judgment: I say her plan is the don't know - she didn't say.' better one. say something to somebody: What did you say to 4. to be certain, precise, or assured her? about; determine: It is hard to say a terrible/silly/strange etc thing to say: What a silly what is wrong. thing to say! 5. to recite or repeat: to say one's say hello/goodbye/thank you etc (=say something prayers. to greet someone, thank someone etc): She left 6. to report or allege; maintain: without saying goodbye. People say he will resign. say you're sorry (=apologize): I've said I'm sorry - 7. to express (a message, what more do you want? viewpoint, etc.), as through a say yes/no (to something) (=agree or refuse): Can I literary or other artistic medium: a go, Mum? Oh please say yes! writer with something to say. say nothing/anything/something (about 8. to indicate or show: What does something): He looked as if he was going to say your watch say? something; I wished I had said nothing about 9. to assume as a hypothesis or Jordi. estimate: Let's say, for the sake of have anything/nothing/something to say: Does argument, that it's true. anyone else have anything to say?; Although he –verb (used without object) didn't say so, it was clear that he was in pain; 10. to speak; declare; express an What makes you say that (=why do you think opinion. that)? say to do something (=tell someone to do something): Nina said to meet her at 4.30; I'd like to say a few words (=make a short speech): 'So what are your plans now?'; ' I'd rather not say. '2. -[transitive not in passive] to give information in the form of written words, numbers, or pictures 4 used about signs, clocks, letters, messages etc: The sign said 'Back in 10 minutes. say (that): He received a letter saying that the appointment had been cancelled. say to do something (=gives information about what you should do): The label says to take one tablet before meals. say who/what/how etc: The card doesn't even say who sent the flowers; It says here they have live music. 3. mean-[transitive usually in progressive] used to talk about what someone means: What do you think the writer is trying to say in this passage?; So what you're saying is, there's none left. be saying (that): I'm not saying it's a bad idea. 4. think that something is true -[transitive] used to talk about something that people think is true they say/people say/ it is said (that): They say that she has been all over the world; It is said that he was a spy during the war. somebody is said to be something/do something: He's said to be the richest man in the world; Well, you know what they say - blood's thicker than water; The rest, as they say, is history. 5. show/be a sign of something -[transitive] to show clearly that something is true about someone or something's character: The fact that she never apologized says a lot about (=shows something very clearly) b) to show what someone really is feeling or 5 thinking, especially without using words: The look on her face said 'I love you'. something says everything/says it all : His expression said it all. 6. speak the words of something -[transitive] to speak the words that are written in a play, poem, or prayer: Can you say that line again, this time with more feeling? 7. pronounce- [transitive] to pronounce a word or sound: How do you say your last name? 8. suggest/suppose something [transitive usually in imperative] used when suggesting or supposing that something might happen or be true. TELL –verb (used with object) 1 [transitive] if someone tells you something, they 1. to give an account or narrative communicate information, a story, their feelings of; narrate; relate (a story, tale, etc to you etc.): to tell the story of Lincoln's tell somebody (that): I wish someone had told me childhood. the meeting was canceled. 2. to make known by speech or tell somebody what/how/where/who etc: Jack had writing (a fact, news, information, to go, but he didn't tell me why. etc.); communicate. tell somebody about something: No one had told 3. to announce or proclaim. them about the drug's side effects. 4. to utter (the truth, a lie, etc.). tell somebody something: Tell me your phone 5. to express in words (thoughts, number again. feelings, etc.). tell (somebody) a story/joke/secret/lie: She told us 6. to reveal or divulge (something some funny stories about her sister. secret or private). tell somebody straight (=tell someone the truth, 6 7. to say plainly or positively: I even though it might upset them): Tell me straight, cannot tell just what was done. Adam. Just answer yes or no. 8. to discern or recognize (a distant 2 [transitive] to give information in ways other person or thing) so as to be able to than talking identify or describe: Can you tell tell somebody how/what/where/who etc: The light who that is over there? tells you when the machine is ready. 9. to distinguish; discriminate; tell somebody about something: What do these ascertain: You could hardly tell the fossils tell us about climate change? difference between them. 3 [transitive] to say that someone must do 10. to inform (a person) of something something: He told me his tell somebody (not) to do something: The teacher //name//. told the children to sit down quietly. 11. to assure emphatically: I won't, I thought I told you not to touch anything! I tell you! tell somebody (that): Bernice was told she had to 12. to bid, order, or command: Tell work late this evening. him to stop. tell somebody what/how etc: Stop trying to tell me 13. to mention one after another, as what to do all the time. in enumerating; count or set one by 4 [intransitive,transitive not in progressive] to one or in exact amount: to tell the know something or be able to recognize something cattle in a herd; All told there were because of certain signs that show this 17 if we are correct. can/can't tell: She might have been lying. Benjy –verb (used without object) couldn't tell. 14. to give an account or report: tell (that):The moment Kramer walked in, I could Tell me about your trip. tell that things were not going well. 15. to give evidence or be an tell (something) a mile off (=know easily):You indication: The ruined temples told could tell a mile off that he was lying. of an ancient culture, long since tell when/how/whether/if etc: It's hard to tell how passed from existence. long the job will take. 16. to disclose something secret or tell something by something/from something: I private; inform; tattle: She knows could tell from his tone of voice that Ken was who did it, but she won't tell. disappointed. 7 17. to say positively; determine; 5. [transitive not in progressive] to be able to see predict: Who can tell? how one person or thing is different from another 18. to have force or effect; operate tell something from something: How can you tell a effectively: a contest in which fake Vuitton handbag from the real thing? every stroke tells. 19. to produce a marked or severe effect: The strain was telling on his health. TALK –verb (used without object) 1 [intransitive] to say things to someone as part of 1. to communicate or exchange a conversation: I could hear Sarah and Andy ideas, information, etc., by talking in the next room. speaking: to talk about poetry. talk about: English people love to talk about the 2. to consult or confer: Talk with weather. your adviser. talk to: She spent a long time talking to him. 3. to spread a rumor or tell a talk with: I got the truth from talking with Elena. confidence; gossip. talk together: They were talking together in the 4. to chatter or prate. hall. 5. to employ speech; perform the talk in a low voice/a whisper etc: They were talking act of speaking: to talk very softly; in low voices, and I couldn't catch what they were to talk into a microphone. saying. 6. to deliver a speech, lecture, etc.: talk of (=used especially in formal or literary The professor talked on the uses of contexts): We talked of old times. comedy in the tragedies of 2 [intransitive] to discuss something serious or Shakespeare. important with someone: Is there somewhere we 7. to give or reveal confidential or can talk in private? incriminating information: After a talk to: You should talk to a lawyer. long interrogation, the spy finally talk about: We've been talking about getting talked. married. 8. to communicate ideas by means talk with: Parents should talk with their children other than speech, as by writing, about drug abuse. 8 signs, or signals. talk sport/politics/business etc:'Let's not talk 10. to make sounds imitative or politics now,' said Hugh impatiently. suggestive of speech. 3. [intransitive] to produce words and express –verb (used with object) thoughts, opinions, ideas etc: She was talking so 11. to express in words; utter: to fast I could hardly understand her. talk sense. talk (in) language: They started talking in Spanish. 12. to use (a specified language or 4 [intransitive] to give a speech idiom) in speaking or conversing: talk on/about: Professor Davis will talk about They talk french together for 'Trends in Network Computing'. practice. 5 [intransitive] if someone who has secret 13. to discuss: to talk politics. information talks, they tell someone else about it: 14. Informal. (used only in We should stop meeting like this. People will talk. progressive tenses) to focus on; signify or mean; talk about: This isn't a question of a few hundred dollars—we're talking serious money. 15. to bring, put, drive, influence, etc., by talk: to talk a person to sleep; to talk a person into doing something. –verb (used without object) 1 [intransitive always + adverb/preposition] to talk 1. to utter words or articulate to someone about something sounds with the ordinary voice; speak to: I spoke to her last Wednesday. talk: He was too ill to speak. speak to somebody about something: I haven't SPEAK 2. to communicate vocally; spoken to Steve about all this. mention: to speak to a person of speak with: They did not want to speak with various matters. reporters. 3. to converse: She spoke with him speak of: It was the first time she had ever spoken for an hour. of marriage. 9 4. to deliver an address, discourse, 2 [intransitive] to use your voice to produce words: etc.: to speak at a meeting. I was so shocked I couldn't speak. 5. to make a statement in written or 3 [transitive not in progressive] to be able to talk in printed words. a particular language: I don't speak a word of 6. to communicate, signify, or French (=do not speak any French at all). disclose by any means; convey 4 [intransitive] to make a formal speech significance. speak at: Jones spoke at the teachers' annual 7. to utter vocally and articulately: convention. to speak words of praise. speak to: She asked me to speak to her students 8. to express or make known with about my work in marketing. the voice: to speak the truth. speak in favour of/against: Only one MP spoke 9. to declare in writing or printing, against the bill. or by any means of 5 [intransitive always + adverb/preposition] to say communication. something that expresses your ideas or opinions 10. to make known, indicate, or speak as a parent/teacher/democrat etc: He reveal. emphasized that he was speaking as a private 11. to use, or be able to use, in oral citizen, not in any official capacity. utterance, as a language: to speak speak well/highly/ill of somebody (=say good or french. bad things about someone): Her co-workers spoke highly of her. strictly/generally/roughly speaking (=used when expressing an idea that you think is exactly true, generally true etc): Strictly speaking, it's my money, not yours. I earned it. Findings from Dictionary.com and Longman Dictionaries After searching the definitions of each word in both dictionaries, we found several challenges that might cause difficulties for students in their vocabulary acquisition. Starting with the traditional dictionary, Dictionary.com, the number of definitions to each word is overwhelming and some of the definitions are overlapped. For example, in the case of 10 TALK, Dictionary.com differentiates “to tell a confidence” and “to reveal confidential information” as if they are different in meaning. This seems to cause students’ confusion on meanings rather than aiding their understanding about it. The use of difficult words in explaining the meanings of SAY, TELL, TALK, and SPEAK can also cause even more difficulty for learners to learn these word as it requires them to look up the difficult words such as allege, utter and prate, which are found in the definitions of TALK. Besides, we are unsure about what the numbering of definitions in Dictionary.com might entail. Whether the numbering is organized by its frequency or primary meanings is unknown. Lastly, the examples provided in Dictionary.com are either decontexualized or omitted, so it does not seem to help learners to understand the target vocabulary. Longman Dictionary, on the other hand, has fewer definitions, in which it prioritizes the frequency of usage, and it does not seem as overwhelming. Examples are provided in each of the definition in Longman Dictionary. They are also clearer and more explicit because the collocation and phraseology are highlighted. However, we noticed that the same preposition is used in different meanings such as TALK “about” for both meaning discussing and gossiping, and this can be confusing for learners. Besides, our project only focuses on the usage of the four words not in written but spoken contexts; therefore, we decided that extending our search using corpora available online is appropriate. 3. Methodologies 1) Frequencies In order to obtain a general idea of where these four words are mostly used, we performed the following searches in COCA. Methods We decided to use two corpora: COCA and MICASE for our project. We chose COCA to get a sense of how the four words are used in both written and spoken contexts while MICASE was selected to tailor our search and analysis for the needs of our target learners: the usage of the four words in spoken context. To find the frequency of each verb in each register of COCA, we first selected the chart 11 format, then bracketed the target word to include all the lemma of the word and bracketed v* to include all the lemma of the word as a verb. Results SAY NEWSPAPE SECTION SPOKEN FICTION MAGAZINE FREQ 428064 477949 308135 609270 75574 PER MIL 5,240.08 6,069.03 3,700.22 7,676.49 953.11 SECTION SPOKEN FICTION FREQ 113712 135435 60169 55963 21733 PER MIL 1,391.99 1,719.76 722.54 705.11 274.09 R ACADEMIC SEE ALL SUBSECTIONS AT ONCE TELL MAGAZINE NEWSPAPER ACADEMIC SEE ALL SUBSECTIONS AT ONCE 12 TALK SECTION SPOKEN FICTION MAGAZINE NEWSPAPER ACADEMIC FREQ 111465 54016 26415 27545 9395 PER MIL 1,364.48 685.90 317.20 347.05 118.49 SECTION SPOKEN FICTION FREQ 30718 37010 15931 16826 16448 PER MIL 376.03 469.96 191.31 212.00 207.44 SEE ALL SUBSECTIONS AT ONCE SPEAK MAGAZINE NEWSPAPR ACADEMIC SEE ALL SUBSECTIONS AT ONCE As we can see from the charts above, spoken is either the 1st or 2nd mostly used context for TELL, TALK and SPEAK while it is the 3rd context for SAY. Based on the overall results, we can see that the four target words are highly frequently used in the spoken register. In order to find out how highly frequent these four target words are used by English speakers, we decided to check the General Service List (GSL) adapted by John Bauman. Again, we found out that the four target words rank very high among roughly the 2000 frequently used English words in general: 13 SAY--35th TELL--119th SPEAK--297th TALK--319th Now that we know these four target words are four of the most generically used words in English and they are mostly used in spoken form, the next fact we would want to find out is whether these highly frequent words are being taught in the university class. However, when we checked the Academic Word List (AWL) by Averil Coxhead, none of the four words appears in the list. In fact, this result is consistent to our searches in COCA. In the tables above, the four words are least used (or the 2nd least) in the academic context. Due to their absence in AWL and their low frequency in the academic context, these four words are not the focus of teaching. Unfortunately, they are highly frequently used in the students’ daily school lives. Here, we see the gap between the materials being covered in school and the needs of students to cope with their basic academic interaction. As the purpose of our research focuses on the verbal use of these four highly frequent words in the student's daily life while interacting with others, we've decided to use MICASE to inform our material development. 2) Searches To emphasize the use of the four words in the interactive context and the specific language forms we would like the students to learn and the speaking environment in the States, we narrowed down the search with the following criteria: 1) under speaker attributes, we selected “ALL” for gender, age, and academic position/role; “native speaker, American English, for the native speaker status. We set “native speaker, American English” for native speaker status because our target students are studying in the university in the States. It is our belief that teacher should present materials that are relevant to their daily lives and the students can benefit the most from the language model of their community. 2) Under transcript attributes, we selected ALL for academic division, academic discipline and participant level. But we would like to highlight the 14 interactivity of the speech events; therefore, we highlighted the speech event type in advising sessions, discussing sections, interview, meeting, office hours, study groups and service encounter. In addition, we set the interactive rating as highly interactive and mostly interactive. Since MICASE doesn’t allow us to search for all the lemma of a word, we generated a separate search for each lemma. Say-1079 hits/ 39 transcripts says-314 hits/ 34 transcripts saying-482 hits/ 34 transcripts said-444 hits/ 38 transcripts SAY is the most frequent word among the four. It has 2319 hits in total. Its figure is so high that it is around four times of the second highest word TALK. This result matches with our hypothesis that SAY is the most generic one, and it has comparatively a lot more meanings than the other three. Tell-276 hits/ 39 transcripts Tells - 25 hits/16 transcripts Telling - 32 hits/18 transcripts Told - 75 hits/22 transcripts In our hypothesis, we originally thought that TELL would be the second frequent word among the four. However, TELL only has 408 hits in total, which is 217 hits less than TALK. It is our belief that this might be the result of the high interactive criteria that we’ve set for the searches, since TELL is more of a unidirectional way of communication while talk is more of a two-way communication. These characteristics will be discussed in details later on in the findings of each word in this paper. 15 Talk-83 hits/ 6 transcripts Talks- 33 hits/ 15 transcripts Talking- 352 hits/ 41 transcripts Talked- 157 hits/ 35 transcripts TALK has 625 hits in total. It is the second frequent word among the four. As mentioned, the nature of TALK is more interactive than TELL, This might be the reason why the frequency of TALK turned out to be higher than TELL. However, one point deserves to be noted here is that the words in MICASE are not tagged. In other words, the lemma we generated from the lists might be of different parts of speech. Therefore, TALK and TALKING might be used as a noun in some cases. If the number of noun usage is high enough, it might turn out that TELL is actually more frequent than TALK after all, just like the position stated in GSL. This weakness in MICASE will be discussed in the implication and reflection, the last part of this paper. Speak-24 hits/ 11 transcripts Speaks- 3 hits/ 3 transcripts Speaking- 15 hits/ 10 transcripts Spoke- 8 hits/ 7 transcripts Spoken- 11 hits/ 10 transcripts SPEAK has 61 hits in total. It is the least frequent among the four words. This result matches our hypothesis that because SPEAK is used in relatively fixed contexts, the frequency of the word would be lower. For the next step, we tried different sorting of the searches for each word. Finally, we’ve decided to sort different words in different ways: 16 SAY – Due to the fact that SAY is the most generic word among the four words and the number of matches is way too big for analysis, we’ve decided to only analyze around 50 sentences for each lemma. We divided the matches by 50 and only take the lines of the multiple of 50 to analyze. Because of the generic usage of the word and the method we’ve decided to use, we think the analysis of the usage of the word SAY will be more representative if we use a random list, rather than a neat list in alphabetical order. Therefore, we did not specify the sort for SAY. TELL – It is our belief that the focus of searches of TELL should be on the right context, as our hypothesis of TELL is to tell somebody something. Therefore, we sorted the search by 1R and 2R. Again, we analyzed around 50 lines for each lemma of TELL. In other words, we analyzed all concordance lines for matches around and lower than 50 (TELLS, TELLING and TOLD) and divided the number of matches by 50 for the matches over 50 (tell). TALK – Similar to the case of SAY, since the number of matches of three of the lemma is way higher than 50, we decided not to specify any sort for TALK to generate a random list for analysis. SPEAK – All the numbers of matches for SPEAK are lower than 50, which means we would analyze all the concordance lines generated, so we think sorting can facilitate the process of our analysis. After a few different attempts, we’ve decided to sort by 1R and 1L. However, even after trying to slim down the massive number of data we have obtained from the corpus but to still include data as representative as possible at the same time, it is still unrealistic for a teacher to process such number of concordance lines to prepare for a class. Therefore, it is our belief that it makes more sense to go back to the definitions in the dictionary and base primarily on them to inform our teaching materials. The data we found in corpus will only be used as a supplementary resource to fill up the gap between the dictionary and the concordance lines. 17 Dictionary.com is the most frequently used dictionary for ESL learners nowadays. It became popular because when we Google “dictionary,” the first online dictionary generated on the list is Dictioanry.com. And it seems to provide the most detailed explanations and meanings for the words to the learners, as it has incorporated 15 dictionaries into their definitions according to the website. However, we found the meanings given to the four target words are overwhelming and confusing. There’re ten or more meanings for each of the word and some of the meanings are very similar to one another, which not only confuse the students, but also frustrate them to continue to consult the dictionary when they come across difficulties in learning. Another shortcoming of the traditional dictionaries is sometimes, they don’t provide example sentence for the meaning. In other words, it is hard for the learners to know how to use the word even though they know what it means. This is why we turned to consult the corpus-informed dictionary – Longman Dictionary. Unfortunately, there are weaknesses in the definitions of each word in Longman Dictionary and we’ll later on discuss separately in details under the procedure of each word’s findings. That’s why we still need to consult the concordance lines we’ve generated in the beginning in order to supplement the deficiency in the corpus-informed dictionary. 4. Analysis SAY (all lemmas) Procedures Needless to say, SAY is a highly frequently used word in daily conversations. The definitions we found in dictionary.com are fairly terse with an example sentence for each definition provided. However, more difficult words are used for defining SAY, and the short example sentences do not give enough contexts to support the definition provided. Therefore, we consulted the corpus-based dictionary, Longman Dictionary of Contemporary English. 18 While Dictionary.com provides 10 definitions for SAY, Longman Dictionary has 8 meanings. Some of the definitions are very similar. Although an example sentence is given for each definition, it is not sufficient to help learners to understand. On the other hand, MICASE provides a substantial amount of concordance lines. In order to make the analysis more manageable and keep students’ learning goals in mind, we decided to focus on the prominent and frequent usage of SAY. However, as we examined the meanings and phraseologies provided by Longman Dictionary, we found sophisticated subtlety of meaning and similarity of phraseologies. Thinking in students’ perspective, these numerous definitions and usages can be too overwhelming. Since there are so many meanings, it is likely that learners would only look at the first few meanings and not the rest of them. In addition, we observed that different meaning entries actually show the same phraseology pattern, in which it can be confusing to learners. For example, the same phraseology patterns, such as SAY (THAT), SAY TO DO SOMETHING, SAY WHO/WHAT/HOW etc. all appear in meaning entry 1, “express something in words,” and meaning entry 2, “give information.” The only difference of the subtlety of the two meanings is whether the subject for SAY is animate or non-animate. Aiming to make the meaning and usage pattern clearer and more useful for learners, we closely examined the meaning entries in Longman Dictionary. We picked the ones that we think are most important and frequently used in the teaching context, and then we looked for concordance lines that share the same meaning and syntactic pattern to support them. Due to the tremendous number of hits in MICASE and that the texts are not tagged, it was very difficult to look for the specific phraseology patterns. Taking the phraseology pattern from Longman Dictionary as a reference, we used the neighboring words around SAY to do some more specific searches in MICASE. The following chart shows the meaning, phraseologies, and example sentences from the search and analysis. Meaning To express something in words verbally Phraseologies Quotation, animate subj. +SAY. Examples “I’m so tired,” she said. Animate subj. + SAY + D.O. +to+ I.O. …if anyone has, something to say to myself or Lena about how you’d like us to… Do we say something to her? 19 …we need to get out there and say something to her. Animate subj. +(modal) +SAY +wh-clause (what/why/how, etc) …they say what an entity is in here. Well first you have to say what’s an emotion? You gotta say why there’s no mall, in Howell, you know? To report what someone expresses in words Animate subj. + SAY + clause (that/wh-) She said that she’s not, that good with characters. …when you said that you didn’t think that it would be too overwhelming to struggle… To provide information nonverbally Non-animate subj. +SAY +D.O. That might be something that says to water all drains from north to south… Let’s look at thirteen first. Thirteen says that a white eye gene in drosophila is sex-linked. To express what someone means “What”+ animate subj. +be SAYING +is +clause …that’s what she’s saying is that like long long time ago right? Animate subj. +be trying to +SAY +clause …what they’re saying is, the enzyme, um, there’s low concentration of the enzyme… …there’s some negatives some positives and you’re trying to say whether they on average are about zero, or whether on average they are different from zero. To pronounce something, such How do you say _____in 20 as a word in a language English? How do you say your last name? To suggest or suppose something that leads to be more specific by giving an example [let’s say—fixed expression] In two hours should be back, and time, let’s say four twenty-three. To represent/show or be a sign of something [don’t/doesn’t say much—fixed expression] Let’s say that the assignment, let’s say you’re employed here all year round. Subj. +negation +say much +(prep.) +obj. So these might even be shorter. I don’t know. cuz this this one doesn’t even say much so… okay. So, I can sort of expand… There are some very secretive, uh marsh-dwelling species that don’t say much of anything. So we really have, sampled here, to uh, for our convenience. Findings: Of the four words under investigation, we thought that SAY seemed to be the generic word since it is the most frequent in the general service word list and it has the broadest meaning among them. After searching the different lemma of SAY in MICASE, we found that beside from referring to expressing something in words, SAY carries other meanings when occurred in other contexts and paired up with other words in some fixed expressions. • The most common meaning of SAY is to express something in words verbally by animate subjects. There are a few phraseologies that are under the same meaning in direct speech, in which the subject of the sentence is the agent of SAY. e.g. They say what an entity is. On the other hand, SAY can also be used in indirect speech as a reporting verb reporting what someone has expressed in words. e.g. …when you said that you didn’t think that it would be too overwhelming to struggle… • When the subject is non-animate, SAY means to give information in written form such as signs, clocks, pictures, and letters. e.g. Let’s look at thirteen first. Thirteen says that a white eye gene in drosophila is sex-linked. 21 • Besides from expressing something, SAY can also be referred to as ‘mean’ in the phraseology such as …that’s what she’s saying is that like long long time ago right? In this example, BE SAYING refers to as mean; in other words, “what she’ means’ is long time ago.” • In another sense, SAY as in “how do you say” is used to mean if you could pronounce a certain word. In which case, SAY here in this context does not entail expressing something but pronunciation of certain words. • We also found some fixed expressions that have special meanings, such as LET’S SAY or SAY. Instead of meaning expressing something in words, they signal for a supposition or raising a hypothetical example. TELL (all lemmas) Procedures After comparing Dictionary.com to Longman Dictionary, it is found that (1) the traditional dictionary concludes 19 entries of meaning and not every meaning entry has example sentences and the words used in the entries are abstract (e.g. to announce or proclaim), (2) in the traditional dictionary, meaning entries are categorized into transitive and intransitive but some meanings under different categories actually are very similar to each other, (3) meanings are overly specific and even given based on each one of the collocations which always overwhelms and confuses the learners. Having found the limitations of the traditional dictionary, the focus is switched to the corpus-based Longman Dictionary. It is found that frequent phraseologies and meanings are provided and examples are given to each one of the phraseologies. However, the meanings given are still overwhelming and not in a logic order. Some phraseologies where the verb TELL have the same meanings are put under different meanings. For example, the phraseology “tell somebody (that)” is given two meanings: “if someone tells you something, they communicate information, a story, their feelings etc. to you” and “to say that someone must do something”. This way, the learners may be easily confused because the meaning of the verb itself doesn’t 22 really change, and the dictionary is actually giving the meaning of the example sentences rather than the verb. Like the traditional dictionary, we may argue that giving overly specific meanings to collocations hinders the learners’ mastery of the target word. Learners may assume that the meaning entries of the collocations that the dictionary include are the ones they need to memorize and learn, and they are not provided chances to deduce the use of the target word when they see it in other contexts. However, the meanings and phraseologies provided by the Longman Dictionary have their value to be the basis of the current search. In order to reorganize the phraseologies and meanings of TELL in a clearer way, the current search consults the corpus MICASE to find out (1) what phraseologies that Longman Dictionary includes also occur in MICASE within the chosen speech event, (2) what are the phraseologies that frequently occur in MICASE but are not included in the Longman Dictionary, and (3) how we could group the phraseologies with similar or same meanings with the help of context. Meaning Phraseologies Examples To verbally convey a message or provide information by a personal agent. Personal Subj. + TELL + I.O. + D.O. Non-personal Subjective Pron. + TELL + I.O. + finite clause Non-personal Subj. + TELL + (I.O.) + finite clause. Somebody told me that. Non-personal Subj. + TELL + I.O. + infinitive/non-finite clause. The lord of the manor is the person who tells them what to do. When I show this to my professor he's gonna tell me to throw it all out anyway. Personal Subj. + TELL + D.O. [Democratic servant] tells a story quite clearly. Personal Subj. +TELL + I.O. + D.O. She told us some funny stories about her sister To convey a message or provide information/direction by a non-personal agent. (what is told normally has the power of causing an consequent action) To narrate 23 They told her she couldn’t wear men’s clothes. The polarity of the cell tells you where the head or the anterior or the butt is [pretty much]. To describe Non-personal Subj. + TELL + I.O. + about+ D.O. What does that story tell us about politics? To recognize/decipher/distinguish/ come up with ideas about. Personal Subj. + can/cannot + TELL. You couldn’t tell just by looking at them. Personal Subj. + can/cannot + TELL + the difference(s) Or all females were barred and all males were not barred that would be_ make it a lot easier to tell the difference between the sexes. It is + EASY/HARD + to +TELL + clause. It is a novel and it's a very fantastic novel, it's a very Chinese novel, uh but all the facts, except for the, you know the fantastic parts, mhm but it's hard to tell which are fantastic and which are just Chinese I am + TELLING + you. I am + TELLING + you + clause. I am telling you. I am telling you that there’s more useful information in the four of you guys’ heads than there is in mine. To emphasize what was said or what will be said [idiom/fixed expression] Findings • When TELL means to provide information/message, whether the agent of the action is animate or non-animate influences the meaning of TELL. If the agent is animate, i.e. human being(s), TELL entails the meaning that the information/message is given through verbally talking. On the other hand, if the agent of TELL is non-animate, i.e. an object such as a picture or a book, TELL does not have the embedded meaning of talking and means to convey information in other ways • When TELL is followed by a direct object (either with an indirect object or not), it means to narrate. The object in this context is more likely to be nouns such as story, joke, and secret and the agent of the verb is always animate (note here that if the direct object is the noun difference, TELL means to recognize/decipher). However, when the preposition ABOUT is added after TELL (either right after it or after an indirect object), the meaning of TELL becomes to describe and the agent could be animate or not. It is found that 24 learners are always confused by the two phraseologies mentioned here – i.e. TELL + (I.O.) + D.O. and TELL + (I.O.) + about + (D.O.), but teaching materials barely address the confusion and teachers have made very little effort to differentiate them for the learners. • Similar to what has been mentioned in the Longman dictionary, it is found that one of the uses of TELL as transitive verb is to cause the interlocutor’s action upon what is heard. The meaning is concluded as giving direction in the current search and the phraseologies include TELL + I.O. + infinitive (to do), TELL + I.O. + non-finite clause (what/how to do). • When TELL is used as an intransitive verb, the meaning we want to highlight is to decipher/recognize/distinguish. The most frequent phraseologies used to convey the meaning are CAN (NOT) + TELL and it’s hard/easy + to +TELL. However, we would mention here that when TELL functions as transitive verb, is preceded by the modal CAN (NOT), and followed by nouns like difference or clause like what the problem is, it has same meaning as mentioned before. • In Longman dictionary, a very important use of TELL is missing – that is, the fixed expression “I am telling you”. It occurs 4 times out of the total 32 concordance lines of gerund form TELLING, which is significant enough to be included as a frequent use of TELL. • Looking at all the meanings and phraseologies, we found that TELL does now require immediate response and is a unidirectional communication. TALK (all lemmas) Procedure Through the searches of different meanings of TALK as a verb in Dictionary.com and Longman Dictionary, I found 15 different meanings of TALK in the former dictionary while we found 5 meanings of TALK in the later dictionary excluding idiomatic expressions. However, after reading through all the definitions presented in two dictionaries, we found that some of 25 them are repetitive or only used in special occasions. Besides, definitions given in both dictionaries are confusing in a way that differences are very subtle. With none or decontextualized example sentences, definitions in the two dictionaries are very confusing for our target learners. Therefore, we decided to use the two corpora, COCA and MICASE, as resources for our project to increase students understanding of the four target words. Since our project is focused on differentiating the usage of the four words, we focused our search on finding authentic examples and phraseologies of the target word. Besides, to make our project manageable, instead of dealing with all the definitions stated in two dictionaries, we regrouped the meanings that share similar characteristics as follows; 1) to converse about something with someone, 2) to discuss with or without focus, 3) to consult, 4) to give opinion, and 5) to gossip. Since our target learners are EFL students recently arrived in the ESL academic setting, we chose MICASE as a primary search tool to focus on the search of how these four words are used in the academic spoken context. In MICASE, we first chose all the speech events that are interactive. However, for the sorting, we left all three columns as “none” since our research focus is primarily on learning the different meanings of TALK not its collocation. Through the MICASE search, we found that TALK is used in different spoken contexts delivering different meanings. However, concordances lines generated from MICASE are mostly fragments that they are not helpful to provide good examples for our learners to understand and differentiate various meanings of TALK. Therefore, I also used COCA as a supplementary search tool to find better phraseologies, however knowing that the spoken texts in COCA are not pulled from academic setting but media that talks about contemporary issues. To discuss To give a speech To gossip (about) Let+ be+ talk+ about+ object Let' s talk about the banking S+ would like to + talk crisis. about+ noun phrase The professor will talk about S+ don’t+V+ adj+ to ‘Trends in fashion company.’ +talk+about+ pronoun+ I don’t’ feel comfortable to talk but+clause about her but I don’t understand her philosophy. 26 To converse: two- way 1. S+ be+ talking+ with+ (with/to) conj+talking+ with+ each other. talking with each other. 2. I began to talk to people in 2. S+ V+ prep+ talk+ to+ noun phrase. To consult (with) 1. We' re sitting down and the community about the museum. Talk+ with+ someone Talk with your adviser. Findings Unlike definitions and collocation stated in the two online dictionaries, we didn’t find many variations of TALK in MICASE and COCA. Rather, TALK ABOUT and TALK TO are most frequently found. For instance, in COCA, the former has total 103,788 occurrences while the later has 53,705 occurrences. Besides these two prepositions that come after TALK, “with” is also found more frequently than other prepositions stated in the two dictionaries such as “on” “of” and “in.” • The first interesting observation we had through the corpora search is that, same prepositions (e.g. “about” and “with”) used with TALK deliver different meanings. For example, TALK ABOUT is used in 1) discussing something with someone, 2) giving speeches or lectures, and 3) gossiping. In case of TALK WITH, it is used in a general two- way conversation while it also can be used as a two-way conversation that focuses more on a certain topic in a more serious manner such as a consultation. • This provides us a good teaching implication. Instead of teaching all the definitions stated in the two online dictionaries, it is more effective for our learners to learn the most frequent definition of the words. • My second observation of TALK is that the conversation always happens in two-ways. Since the preposition “with” already infers that there are other interlocutors in communication, students can infer that TALK WITH is two –way communication. Commonly understood as a directional preposition “to,” it also signals a two-way 27 conversation when it is used with TALK. For instance, “I talked to the community about the next months’ festival,” students can guess that TALK involves the expectation of other interlocutors’ responses. • Thirdly, when someone talks about or talks with something, the topic can be either general or has a specific focus. This then differentiates the characteristics of the TALK from purposeless chat to purposeful lecture or consultation. SPEAK (all lemmas) Procedures: There are 11 meanings in the traditional dictionary, Dictionary.com. It is confusing to the learners by looking at them, because some of the meanings are very similar and some of them are overlapped. Therefore, once again, we turned to the corpus-informed dictionary, Longman Dictionary. However, it is unfortunate that the first explanation provided in Longman Dictionary is to talk to someone about something. This doesn’t help the learners as the most difficult usage of speak is to differentiate it from talk. So if they’re struggling with the usage of talk and speak, giving another word in a word’s definition doesn’t clarify the differentiation. Therefore, we think it is necessary to consult the corpus to look at the concordance lines. Since we focus on helping students converse in the academic setting, we decided to use MICASE, specifying the interactive speech events. Meaning Phraseologies Examples To communicate vocally; to Subject + SPEAK + (prep) + …is this recently that you spoke converse formally Object Pron. with Eric Lormand? To use your voice to produce Subject + SPEAK + (adverb)… I’m speaking fast because I know you have to go… words To be able to talk in a particular …pronoun + (negation) + 28 I’m getting ready to go to Italy, SPEAK + language(s) … language and I don’t speak Italian, and I’m gonna be feeling exactly the way you felt. To make a formal speech Subject + (passive voice) + I was invited to speak in front of SPEAK + (adverbial) them and I just wanted to let you know what the visiting committee was… To express opinions Subject + SPEAK + (prep) … Remember I spoke early on about the law of unintended consequences? Findings: After searching the different lemma of speak in MICASE, we found out that speak has five main meanings, which matches the meanings in the Longman Dictionary. However, we dispute the first meaning and there’re a few points we’d like to highlight: • Attention should be drawn to the first meaning as it is very similar to talk: to communicate vocally or to converse formally. The reason why we completely changed the definition and didn’t use any of the four words to define speak is that we don’t want to confuse the learners and mislead them to think they’re synonyms. The word “formally” in the definition is something we’d like to highlight: speak is often used in a conversation with important people or a person who has a higher status in a formal setting. In other words, there is a high awareness of the status of the interlocutors in the conversation. The example in the chart shows that the person being spoken with is being addressed in full name. This means Eric Lormand is someone who is important enough or should be addressed formally. • To be able to talk in a particular language is the most common usage of speak. And language cannot be used with any other three words. This is the most prominent and fixed collocate with speak. 29 • The fourth meaning of speak is to give a formal speech. This can be easily understood as it relates to the first meaning of speak, which has a lot to do with the formality of the conversation. • Four out of five meanings of SPEAK don’t necessarily require response from others except for the first meaning: to communicate vocally or to converse formally. This explains why this usage is most likely to be confused with the usage of TALK. The comparison of SPEAK and TALK will be discussed in details under the results of this paper. Based on our intuition, speak up is a very useful expression in the interactive speech events in academic settings. However, there are only 3 matches in all the lemma. We didn’t find the pattern prominent enough in MICASE, therefore, we turned to consult COCA. Method Due to the fact that we want to generate the results of the fixed collocates – speak up, we put speak up in the context box. We would also want to search for the results of all the lemma of speak, so we put a bracket around speak. Since we’re focusing on the spoken register, we chose spoken under section. Result CONTEXT TOT 1 SPEAK UP 269 2 SPEAKING UP 57 3 4 SPOKE UP SPOKEN UP 49 26 5 SPEAKS UP 21 TOTAL 422 30 SPEAK UP (COCA) Speak louder “Speak up. I want to hear what SPEAK UP you said.” Subject + (modal) + SPEAK UP Yeah. Say it again. You need to speak up, Mr. Fawley. 1) Express opinion Subject + SPEAK UP … …he will speak up when he feels strongly about these issues… You need someone who will speak up for the military. 2)Express opinion in favor of Subject + SPEAK UP + for + somebody or something Object Pron. Findings: The meanings of speak up match the definitions in Longman Dictionary, which are: to speak louder and to express opinion. Based on our learning experience in the interactive speech events in academic settings, speak louder is the main usage of the expression speak up. However, after looking at the concordance lines in COCA, express opinion is the dominant meaning for the expression. Therefore, we believe it is important to teach both of the meanings to the students. 5. Results SAY vs. TELL Here we would compare the meanings and phraseologies of SAY and TELL and show the value of teaching these words together to the learners. 1. SAY + direct object vs. TELL + direct object From the meanings and phraseologies that we generated for SAY and TELL, when these two verbs are followed by a direct object, SAY means to pronounce something; in other words, SAY 31 here is more likely to focus on the action of making the utterances. On the other hand, TELL means to narrate in this context except when the direct object is a noun such as difference. It is found that learners always find it confusing to differentiate SAY and TELL when they precede a direct object and teachers often times tend to tell the learners that the phrases like tell a story is just a fixed use. However, we suggest that this could be well explained with example sentences chosen from the corpus. Taking the sentence Democratic servant tells a story quite clearly as an example, if the TELL is replaced by SAY, i.e. Democratic servant says a story quite clearly, the meaning is no longer to narrate the story but to make the utterance of the word “story”. 2. Non-personal subj. + SAY + clause (finite and non-finite)/infinitive vs. Non-personal subj. + TELL + (I.O.) + clause (finite and non-finite)/infinitive The other similar phraseology of SAY and TELL is when they are both preceded by a nonanimate subject (e.g. a book, a sign, a picture). Here SAY never takes an indirect object while TELL could take the indirect object or not. They could be both followed by a clause (either finite or non-finite) or an infinitive. Here both SAY and TELL means to convey a message or to provide information. For example, in the sentence with a finite clause Let’s look at thirteen. Thirteen says that a white eye gene in drosophila is sex-linked, SAY could be replaced by TELL and meaning of the sentence will not be changed. Note that here we could either insert an indirect object after TELL, i.e. Thirteen tells us that …, or not. When the clause is non-finite, we found that though SAY could be replaced by TELL, we need to insert an indirect object to make the sentence grammatical. For example, in the sentence That might be something that says to water all drains from north to south, SAY could be replaced by TELL but an indirect object must be added, i.e. That might be something that tells us to water all drains from north to south. It is the same case when the verb precedes an infinitive. For example, in the sentence The sign says to stop, SAY could be replaced by TELL but an indirect object is required, i.e. The sign tells us to stop. Therefore, we conclude that when the subject of the sentence is non-animate, the two verbs are likely to be interchangeable. To be more specific, SAY can be replaced by TELL if it precedes a finite clause and SAY can be replaced by TELL + indirect object when it precedes either a non-finite clause or an infinitive. 32 Talk vs. Speak As we mentioned earlier, in some languages our target search words deliver exactly same meaning in their L1s. This led me to search the similarity of each word in its meaning in English. Therefore besides the dictionary and corpora search, I also looked up the four words in thesauraus.com and found that TALK and SPEAK are interchangeably used in English. However, the two words are different in that TALK is used for informal conversation while SPEAK is used for formal communication. To illustrate, “I talked to the supervisor” and “I spoke to the supervisor” imply different meanings. The former is more informally used in a function of converse while the later is used in more former manner implying the talk is more serious. Both TALK and SPEAK require two way communication but more frequently in TALK. For instance, in a sentence that “I talked to the community about the next month budget”, we can see the speaker expect listeners’ responses. However, in a sentence like “The professor spoke trends in Network company” we can see that not all listeners are expected to respond to the subject. TALK AND SPEAK also used in function of speaking a language. For instance, we say “They talked (in) English.” and “They spoke English.” However, the former case, English is used as a means to communicate while the later focuses on the speaker’s capability to speak the language. In addition to these findings, I also could infer where other meanings of TALK and SPEAK generated from. For instance, besides the general discussion and conversation, “talk” has meanings of to consult and to gossip which require two –way communication in casual conversation while SPEAK as in giving a speech which is a formal talk. 6. Reflections and Implications Dictionary It is believed that dictionary is the source that learners most frequently turn to for explanation of unknown words. However, we found that no matter which kind the dictionary is, 33 either a traditional one similar to Dictionary.com or a corpus-based one such as Longman dictionary, the meaning entries provided in them are extremely overwhelming for the learners and not every meaning entry is given to an example sentence. The decontextualization of meaning entries provides the learner with very little guidelines in terms of the actual use of the target words and the excessive specificity of meaning entries, instead of giving the learners a comprehensive understanding of the word, actually confuse the learners very much. Limitations of MICASE for teachers to consult When we did the searches in MICASE, we found that the data in MICASE was not tagged and if we were to include all the lemmas of a single verb, we needed to do separate searches for each one of the forms of the verb. In addition, after generating the concordance lines of all the lemmas of the verb, it requires manual work to identify the ones where the forms of the target word do function as a verb rather than a noun (e.g. gerund) or an adjective (e.g. gerund/past participle). It is unrealistic for teachers to spend this much amount of time on reading through the concordance lines and analyzing the grammatical function for each one of them. One of our purposes of consulting MICASE is for the teachers to be able to borrow the concordance lines as examples of the actual use of the target words in spoken English. However, having looked at the concordance lines closely, we found that most of the sentences were very likely to be fragments so that they are not polished enough to be the examples that learners are supposed to learn and imitate though they are very representative in terms of the nature of spoken English. Time constraint Since the current project aims to investigate how teachers could design a workshop of certain lexical items with the help of corpus, we planned to start with searching the target words in corpus and trying to generate the list of meanings and phraseologies out of the concordance lines, compare the list to the meaning entries in the source dictionaries, and incorporate the overlapping part in the class because we assume that if these meanings and phraseologies occur 34 in both the dictionaries and the list we generated from the corpus, they must be the highly frequent ones that speakers use so that teachers may want to teach them in class. However, this procedure was proved to be unrealistic for teachers in real life if they are to prepare for a workshop they are going to teach soon. Therefore, we changed our procedure and decided to look at the corpus-based dictionary first, search the phraseologies provided by the dictionary in MICASE, reorganize the phraseologies according to meanings, and pull out complete sentences from MICASE as examples the phraseologies. This procedure saved us much time, led our project to consult the dictionary, and took the corpus as the supplementary source for dictionaries. We consider this procedure more manageable for the teacher and more practical for the learners. Implications for teaching and further study Having done the searches and the comparison of words, we believe that our results, to some extent, have refined the existing material, i.e. the dictionaries in this case, and provided clearer instructional methods of synonymous words which always confuse the learners. Learners will be very likely to benefit from the comparisons of confusing synonyms and the examples teacher borrowed from the concordance lines. However, we consider a corpus-aided preparation of vocabulary teaching, as what we did, a very stressful and exhausting burden for teachers. It is not practical and worthwhile for teachers to spend this much time and energy on a preparation only for a two-hour workshop. Therefore, more researches and studies are needed to explore the procedures and methods that a teacher could use when s/he wants to consult the corpus as a supplementary source. We believe that more studies on this topic will be very helpful to refine the procedure so that there could be eventually a less time-consuming and more effective way of doing it as a guideline for teachers. 35 References Butler, C. (2008). The very idea! A corpus-based comparison of idea, concept, and notion and their formal equivalents in Spanish. 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