Haɗaɗɗiyar Hankali na Wucin Gadi (AI), musamman samfuran ƙirƙira kamar ChatGPT, cikin ilimin harshe yana wakiltar wani gagarumin sauyi. Wannan takarda tana bincikin takamaiman aikace-aikace: yin amfani da ChatGPT don taimakawa wajen tsara ayyukan sadarwa masu dogaro da rikici don kwasa-kwasan Bayyanar Baki a matakin jami'a a cikin Koyar da Sinanci a matsayin Harshen Waje (TCFL). Binciken ya ɗauki hanyar siffantawa don nazarin hulɗar malami-AI yayin tsarin haɓaka manhaja da kuma tantance tasirinsa akan shirin koyarwa na ƙarshe.
Binciken ya kasance a cikin haɓaka aiki na manhajar bayyanar baki na TCFL, inda malami ya nemi ƙirƙirar ayyukan da ke ƙarfafa hulɗa ta gaskiya.
Babban ƙalubalen shine tsara ayyukan da suka wuce zance da aka rubuta don haɓaka hulɗar baki ta asali mai ma'ana. Zaɓin ilimin koyarwa shine ya dogara da ayyukan akan yanayin rikici (misali, rashin jituwa, shawarwari, warware matsala), waɗanda a zahiri suna buƙatar ɗalibai su yi amfani da harshe mai gamsarwa, sarrafa juyi, da bayyana ra'ayoyi—mahimman abubuwan ƙwarewar hulɗar baki.
Binciken ya bi hanyar bincike mai siffantawa (Olivier de Sardan, 2008; Catroux, 2018). Babban tarin bayanai ya ƙunshi rajistan hulɗa tsakanin malami-mai bincike da ChatGPT yayin lokacin tsara aiki. An yi nazarin wannan rajista don gano fitattun siffofi na hulɗar da kuma gano yadda aka haɗa shawarwarin AI, an gyara su, ko aka ƙi su a cikin manhajar ƙarshe.
An ayyana aikin sadarwa a matsayin aiki inda ma'ana ta kasance ta farko, akwai manufar sadarwa, kuma ana kimanta nasara dangane da sakamako. Haɗa ka'idar rikici yana ba da ingantaccen tsari don tsara aiki. Yanayin rikici yana haifar da "ratar bayanai" da "dalilin sadarwa," yana motsa ɗalibai su yi amfani da harshe da dabara don cimma manufa (misali, warware rikici, cin gaba, nemo sulhu), ta haka ne suke haɓaka ƙwarewar aiki da hulɗa.
Tsarin waɗannan ayyukan yana la'akari da ma'auni da yawa: gaskiyar yanayin rikici, buƙatun fahimi da na harshe da suka dace da matakin ɗalibi, rawa da manufofi bayyananne ga mahalarta, da kuma sakamako da aka ayyana don kimanta nasarar aikin. An yi amfani da ChatGPT don ƙirƙira ra'ayoyi, gyara su, da kuma kimanta yanayi bisa waɗannan ma'auni.
Hulɗar ta kasance mai maimaitawa kuma tana hulɗa. Malami ya fara tsarin tare da takamaiman umarni (misali, "Ƙirƙiri yanayin rikici don ɗaliban Sinanci na matsakaici game da shirin tafiyar ƙungiya"). ChatGPT ya amsa da taƙaitaccen bayani, masu iya fara tattaunawa, da bayanin rawar. Malami ya gyara umarni bisa ga martani, yana neman bambance-bambance, sauƙaƙawa, ko gyare-gyaren al'adu. AI ya yi aiki a matsayin abokin haɗin gwiwa na ƙirƙira ra'ayoyi da kuma mai ƙirƙira samfuri cikin sauri.
Nazarin ya nuna tasirin ChatGPT yana da bangarori da yawa: 1) Ingantacciyar Aiki: Ya hanzarta lokacin ƙirƙira ra'ayoyi da rubutun daftari. 2) Bambancin: Ya ƙaru da iri-iri da ƙirƙira yanayin rikici da aka gabatar. 3) Tsarin Tallafi: Ya ba da mafari wanda ƙwararren malami zai iya tantancewa da daidaitawa. Shirin ƙarshe ya nuna haɗakar ra'ayoyin da AI ya samar da hukuncin ƙwararrun ilimin koyarwa, maimakon ɗaukar kai tsaye na fitarwar AI.
Shigarwa (Umarnin Malami) → Sarrafa AI (Samar da Yanayi) → Kimantawa & Daidaitawar Mutum → Fitarwa Haɗe-haɗe (Aiki na Ƙarshe). Muhimmin tacewar ƙwarewar malami ya tabbatar da ingancin ilimin koyarwa da dacewar al'adu.
Wannan takarda ba game da AI ya maye gurbin malamai ba ne; yana game da AI yana ƙarawa nauyin ƙirƙira da fahimi na ƙwararrun tsarin manhaja. Labarin gaskiya shine fitowar ilimin koyarwa mai dogaro da mutum-a-cikin-madauki, wanda injiniyanci na umarni ke motsawa. Ƙimar ba ta cikin fitarwar AI kawai ba, amma a cikin ikon malami na ƙirƙira umarni waɗanda ke jagorantar shi zuwa ga ingantattun gine-ginen ilimin koyarwa—kamar ayyukan da suka dogara da rikici—sannan a tantance sakamakon da hankali. Wannan yayi daidai da binciken da aka samu a masana'antar ƙirƙira inda kayan aikin AI kamar DALL-E ko GPT-3 suka fi ƙarfi lokacin da ƙwararren darektan ƙirƙira na ɗan adam ya jagorance su (Ammanabrolu et al., 2021, akan samar da labari).
Hankalin takardar yana da inganci amma yana bayyana tashin hankali: tana goyon bayan hanyar siffantawa don nuna "abin da ya faru," duk da haka alkawarin da ke ƙarƙashinsa shine na ƙayyadaddun ƙa'ida—yana nuna cewa wannan samfurin ne mai maimaitawa. Gudun yana motsawa daga mahalli (AI a cikin ilimi) zuwa takamaiman matsala (tsarin aiki), sannan ya yi cikakken bayani game da hanyar (nazarin rajistan hira), kuma a ƙarshe ya tantance tasiri. Duk da haka, ya tsaya kafin ya ba da ingantaccen tsari don tsarin injiniyanci na umarni da kansa, wanda shine samfurin ilimi mafi sauƙin canzawa.
Ƙarfafawa: Mayar da hankali kan babban aikin koyarwa mai ƙima, mai buƙatar fahimi (tsari, ba kawai isar da abun ciki ba) yana da hikima. Zaɓin ayyukan da suka dogara da rikici yana da kyau sosai, saboda yana gwada ikon AI na sarrafa ƙima da yanayin ɗan adam. Hanyar siffantawa ta dace da wannan binciken na farko.
Kurakurai: Nazarin a zahiri bayan haka ne kuma na son rai, bisa rajistan hulɗar malami ɗaya kawai. Babu ƙungiyar kulawa (tsari ba tare da AI ba) ko bayanan sakamakon koyo da za a iya aunawa don tabbatar da da'awar "tasiri" mai kyau. Tattaunawar "tasiri" ta kasance mai hasashe game da ainihin ribar koyo na ɗalibi. Yana da haɗarin haɗa ingantaccen tsarin tsari da ingancin ilimin koyarwa.
Ga malamai da cibiyoyi: 1) Saka hannun jari a cikin Ilimin Umarni: Horar da malamai ya kamata ya canza daga "yadda ake amfani da AI" zuwa "yadda ake ƙirƙira umarnin ilimin koyarwa." 2) Haɓaka Rubutun Kimantawa: Ƙirƙiri ma'auni na gama-gari don kimanta abun cikin ilimi da AI ya samar, mai da hankali kan ƙa'idodin ilimin koyarwa, ba kawai daidaiton harshe ba. 3> Gwaji tare da Bayyanannen Hasashe: Kar a kwatanta tsarin kawai; tsara gwaje-gwajen A/B kwatanta hanyoyin tsarin da AI ke taimakawa da na gargajiya akan ma'auni na ingantacciyar aiki da, mahimmanci, shiga cikin ɗalibi/aiwatarwa na gaba. 4) Rubuta Silsilar Umarni: Ainihin dukiyar hankali ita ce jerin umarni waɗanda suka haifar da mafi kyawun sakamako. Ya kamata a adana wannan a tsari kuma a raba shi.
Haɗin gwiwar ɗan adam-AI ana iya ƙirƙira shi azaman jerin zagayowar maimaitawa. Wani muhimmin al'amari na fasaha shine juyin halittar umarni. Umarni na farko $P_0$ (misali, "yanayin rikici") an inganta shi bisa ga fitarwa $O_n$ da manufofin ilimin koyarwa $G$. Ana iya fassara wannan kamar haka: $P_{n+1} = f(P_n, O_n, G, C)$, inda $C$ ke wakiltar ƙuntatawa (matakin harshe, mahallin al'adu). Aikin $f$ shine ƙwarewar injiniyanci na umarni na malami. Ingancin aikin ƙarshe $T_{final}$ aiki ne na fitarwar AI na farko da adadi da ingancin maimaitawar gyara: $T_{final} \approx \sum_{i=1}^{n} (\alpha \cdot O_i + \beta \cdot H_i)$, inda $\alpha$ shine nauyin AI, $\beta$ shine nauyin ƙwararren ɗan adam, kuma $H_i$ shine shigarwar ɗan adam a maimaitawa $i$.
Yanayi: Tsara aiki don ɗalibai matakin B1 akan "shawarwari kan jadawalin aiki."
Tsarin Nazari da Aka Aiwatar:
1. Rarrabuwar Umarni: Umarnin malami: "Ƙirƙiri tattaunawa inda abokan aiki biyu suka yi rashin jituwa kan jadawalin canjin karshen mako. Haɗa da bayyana fifiko, shawara, da rashin jituwa mai sauƙi. Yi amfani da ƙamus na matakin B1." Wannan umarni ya ƙayyade mahalli, rikici, ayyukan harshe, da matakin.
2. Matrix Kimantawa Fitarwa: Ana kimanta fitarwar AI da:
- Dacewar Ilimin Koyarwa: Shin ayyukan harshe da aka yi niyya suna nan?
- Dacewar Harshe: Shin ƙamus/sintax ɗin ya yi daidai da B1?
- Gaskiyar Yanayi: Shin rikicin yana da gaskiya?
- Yuwuwar Aiki: Shin za a iya mayar da wannan zuwa wasan kwaikwayo tare da manufofi bayyananne?
3. Binciken Maimaitawa: Malami ya lura cewa daftarin farko na AI ya yi amfani da jimlolin rashin jituwa da yawa. Umarni na gaba ya inganta: "...Yi amfani da jimlolin magana na yau da kullun don rashin jituwa kamar '我觉得可能不太行' (Ina ganin hakan bazai yiwu ba) maimakon '我坚决反对' (Na ƙi sosai)." Wannan yana nuna tsarin aiki.
Hanyar tana nufin bayan tsarin aiki. Aikace-aikace na gaba sun haɗa da: 1) Daidaitawar Matsala Mai Ƙarfi: AI zai iya samar da nau'ikan yanayin rikici da yawa a lokaci guda bisa ga aikin ɗalibi. 2) Yanayin Rikici Na Musamman: Yin amfani da abubuwan sha'awar ɗalibi (wanda aka samo daga bincike ko hulɗar da ta gabata) don shuka samar da yanayi. 3) AI a matsayin Na'urar Kwaikwayon Rawar: ɗalibai suna aiwatar da shawarwari tare da halin AI, wanda ke daidaita dabararsa bisa ga ƙwarewar harshe da gamsarwa na ɗalibi, ra'ayi da ke kusa da aikin AI don ba da labari mai hulɗa (Riedl & Bulitko, 2012).
Mahimman Jagororin Bincike: Nazarin dogon lokaci wanda ke auna sakamakon koyo; haɓaka "ɗakunan ajiyar umarnin ilimin koyarwa" da aka daidaita; bincika tsarin tsarin aiki mai yawa (haɗa hotuna/ bidiyoyin da AI ya samar cikin yanayi); da kuma bincike mai mahimmanci na batutuwan ɗa'a—tabbatar da cewa AI ba ya ƙarfafa ra'ayoyi a cikin labarun rikici da aka samar.