Teburin Abubuwan Ciki
1. Gabatarwa
ChatGPT, chatbot na AI na zamani (SOTA) wanda ke iya samar da rubutu, ya sami shahara sosai saboda yuwuwar sa na canza ilimi, musamman a rubutun Ingilishi a matsayin Harshen Waje (EFL). Duk da haka, yin aiki tare da ChatGPT yadda ya kamata yana buƙatar ɗalibai su ƙware a gudanar da umarni—ƙwarewar tsara umarni masu tsauri don samun sakamakon da ake so. Wannan takarda tana nazarin abubuwan da ke cikin umarni da tsarin umarnin ɗaliban EFL na sakandare lokacin da suke kammala aikin rubutu tare da ChatGPT a karon farko. Ta hanyar nazarin hanyoyi huɗu daban-daban, marubutan suna nuna hanyoyin gwaji da kuskure da ɗalibai ke bi kuma suna nuna buƙatar ilimin gudanar da umarni a fili a cikin azuzuwan EFL.
2. Binciken Littattafai
2.1 Gudanar da Umarni a Ilimi
Gudanar da umarni wata muhimmiyar ƙwarewar karatun AI ce (Long & Magerko, 2020). Masu amfani da ba su da fasaha sau da yawa suna fuskantar wahala wajen tsara umarni masu inganci, wanda ke haifar da zagayowar gwaji da kuskure. Bincike ya nuna cewa jagora mai tsari na iya inganta ingancin umarni da dacewar sakamako (Zamfirescu-Pereira et al., 2023).
2.2 Rubutun EFL tare da Chatbots
Chatbots kamar ChatGPT na iya tallafawa rubutun EFL ta hanyar ba da amsa nan take, samar da ra'ayoyi, da kuma tsara tsarin harshe. Duk da haka, ɗalibai dole ne su koyi gyara umarni akai-akai don su dace da manufofin aikin (Guo et al., 2023).
3. Hanyoyin Bincike
3.1 Mahalarta da Yanayi
Mahalarta su ne ɗaliban EFL 20 na makarantar sakandare a Hong Kong, masu shekaru 14-16, masu matsakaicin ƙwarewar Ingilishi. Sun yi amfani da ChatGPT a kan iPads a karon farko don kammala rubutun gardama na kalmomi 300.
3.2 Tattara Bayanai
An tattara bayanai ta hanyar rikodin allo na iPad, wanda ya ɗauki duk umarni da amsoshin ChatGPT. Masu bincike kuma sun gudanar da tambayoyi bayan aikin don fahimtar tunanin ɗalibai.
3.3 Tsarin Nazari
Binciken ya yi amfani da tsarin ka'idar tushe don rarraba umarni ta abubuwan da ke ciki (misali, umarni, mahallin, tsari) da adadi (yawan umarni a kowane aiki). Hanyoyi huɗu daban-daban sun fito daga bayanan.
4. Sakamako: Hanyoyi Hudu na Gudanar da Umarni
4.1 Hanyar A: Maimaitawa Kadan
Dalibai sun yi amfani da umarni gajeru 2-3 (misali, "Rubuta makala game da gurɓatawa"). Ba safai suke gyara umarni bisa ga sakamakon ChatGPT ba, yana haifar da amsoshi marasa bambanci. Wannan hanya tana nuna rashin shiga cikin gudanar da umarni.
4.2 Hanyar B: Gyara Tare da Taimako
Dalibai sun fara da umarni mai faɗi, sannan suka ƙara takamaiman sharuɗɗa (misali, "Haɗa da hujjoji uku da kuma hujja mai adawa"). Sun yi amfani da umarni 4-6, suna nuna ci gaba a ingancin sakamako.
4.3 Hanyar C: Bincike Mai Rarrabe
Dalibai sun gwada salon umarni daban-daban (misali, wasan kwaikwayo, canza tsari). Sun yi amfani da umarni 7-10 amma ba su da wata dabara bayyananna, wanda ya haifar da sakamako marasa daidaito.
4.4 Hanyar D: Rarraba Dabara
Dalibai sun raba aikin zuwa ƙananan ayyuka (misali, "Fara da tsarin bayani, sannan ka rubuta gabatarwa"). Sun yi amfani da umarni 8-12 tare da takamaiman bayani, suna samun mafi daidaituwa da dacewa rubuce-rubuce.
5. Tattaunawa
5.1 Babban Fahimta
Binciken ya nuna cewa gudanar da umarni na ɗaliban EFL yana da bambanci sosai. Rarraba dabara (Hanyar D) yana ba da sakamako mafi kyau, amma yawancin ɗalibai suna bin hanyoyin kadan ko kuma masu rarrabe. Wannan yana nuna babban gibi a ilimin karatun AI.
5.2 Tsarin Ma'ana
Ci gaba daga Hanyar A zuwa D yana nuna alaƙa bayyananna tsakanin ingancin umarni da ingancin sakamako. Duk da haka, rashin koyarwa bayyananna yana nufin ɗalibai ba safai suke kaiwa Hanyar D ba tare da jagora ba.
5.3 Karfi da Rarrauna
Karfi: Binciken yana ba da bayanai masu inganci daga yanayin aji na gaske, yana ba da haske na gaskiya game da halayen ɗalibai. Rarrauna: Ƙananan adadin mahalarta (n=20) yana iyakance yiwuwar faɗaɗa sakamako. Binciken kuma bai sarrafa bayyanar AI a baya ba.
5.4 Shawarwari Masu Amfani
Malamai ya kamata su haɗa gudanar da umarni a cikin manhajojin EFL, suna koya wa ɗalibai rarraba ayyuka, amfani da takamaiman sharuɗɗa, da kuma gyara umarni akai-akai. Makarantu ya kamata su samar da tsarin tallafi, kamar samfuran umarni da bitar umarni tsakanin ɗalibai.
6. Nazari na Asali
Wannan binciken yana ba da gudummawa mai mahimmanci ta hanyar yin taswira ta zahiri yadda masu amfani da EFL na farko ke hulɗa da ChatGPT. Hanyoyi huɗu sun yi daidai da sakamakon binciken hulɗar mutum da kwamfuta, inda masu amfani sukan shiga cikin halayen "satisficing" (Simon, 1956)—karɓar sakamako na farko mai karɓuwa maimakon ingantawa. Hanyar rarraba dabara ta yi daidai da manufar "chain-of-thought prompting" (Wei et al., 2022), wanda ke inganta tunani a cikin manyan samfuran harshe. Duk da haka, dogaron binciken akan aikin rubutu guda ɗaya da ƙananan adadin mahalarta yana iyakance ingancinsa na waje. Bincike na gaba ya kamata ya bincika shisshigi na dogon lokaci waɗanda ke koyar da gudanar da umarni a matsayin ƙwarewar tunani. Marubutan sun yi kira da a shigar da karatun AI a cikin manhajojin EFL, amma ba su ba da cikakken tsarin koyarwa ba. Hanya mafi amfani ita ce haɓaka "rubutun gudanar da umarni" wanda ke tallafawa ɗalibai daga dabarun asali zuwa na ci gaba. Bugu da ƙari, binciken bai magance matsalolin ɗabi'a ba, kamar dogaro da AI fiye da kima ko kuma satar aikin wasu, waɗanda ke da mahimmanci a yanayin ilimi. Duk da waɗannan iyakokin, aikin shine mataki na farko mai mahimmanci don fahimtar yadda ɗalibai ke koyon yin aiki tare da AI mai samarwa.
7. Bayanan Fasaha da Tsarin Lissafi
Ana iya tsara gudanar da umarni a matsayin matsala ta ingantawa. Bari $P$ ya zama saitin duk yiwuwar umarni, kuma $O$ ya zama sakamako daga ChatGPT da aka ba da umarni $p \in P$. Manufar ɗalibin shine nemo $p^*$ wanda ke haɓaka ingancin sakamako $Q(O)$ tare da bin sharuɗɗan aiki $C$:
$$p^* = \arg\max_{p \in P} Q(\text{ChatGPT}(p)) \quad \text{s.t.} \quad C(p) \leq \epsilon$$
A aikace, ɗalibai suna yin bincike mai kwadayi, suna sabunta $p_{t+1} = p_t + \Delta_t$, inda $\Delta_t$ shine canji bisa ga sakamakon da ya gabata. Hanyoyi huɗu suna wakiltar dabarun bincike daban-daban: Hanyar A tana amfani da ƙaramin $\Delta_t$, Hanyar B tana amfani da tsararren $\Delta_t$, Hanyar C tana amfani da bazuwar $\Delta_t$, kuma Hanyar D tana amfani da rarraba matsayi.
8. Sakamakon Gwaji da Bayanin Zane
Hoto 1: Bayanin Hanyoyin Gudanar da Umarni
Zane mai gudana wanda ke nuna rassa huɗu daga kumburin tsakiya mai lakabi "Aikin Rubutu." Kowane reshe yana wakiltar hanya (A, B, C, D) tare da kibiyoyi da ke nuna maimaita umarni. Hanyar D tana nuna ƙananan madaukai don tsarin bayani, gabatarwa, jiki, da kammalawa. Zanen yana amfani da lambobin launi: ja don Hanyar A (kadan), shuɗi don B (tare da taimako), kore don C (rarrabe), da zinari don D (dabara).
Tebur 1: Mahimman Ma'auni ta Hanya
| Hanya | Matsakaicin Umarni | Ingancin Sakamako (1-5) | Lokaci (minti) |
|---|---|---|---|
| A | 2.5 | 2.1 | 8 |
| B | 5.0 | 3.4 | 15 |
| C | 8.5 | 2.8 | 22 |
| D | 10.0 | 4.2 | 28 |
Hanyar D tana samun mafi girman ingancin sakamako amma tana buƙatar ƙarin lokaci da umarni, yana nuna musayar tsakanin inganci da tasiri.
9. Misalin Tsarin Nazari
Misali: Dalibi S7 (Hanyar D)
Umarni na 1: "Samar da tsarin bayani mai maki uku don rubutun gardama kan rigunan makaranta."
Umarni na 2: "Rubuta sakin gabatarwa bisa tsarin bayani. Yi amfani da ƙugiya da bayanin manufa bayyananna."
Umarni na 3: "Faɗaɗa sakin jiki na farko. Haɗa da jumlar jigo, shaida, da bayani."
Umarni na 4: "Ƙara sakin hujja mai adawa kuma ka musanta shi."
Umarni na 5: "Rubuta kammalawa wanda ya taƙaita mahimman batutuwa kuma ya sake bayyana manufar."
Wannan dabarar rarrabuwa tana kama da tsarin rubutu da ake koyarwa a azuzuwan EFL, yana nuna yadda gudanar da umarni zai iya daidaita da mafi kyawun ayyukan koyarwa.
10. Aikace-aikace da Hanyoyi na Gaba
Sakamakon yana nuna hanyoyi da yawa na gaba: (1) Haɓaka manhajojin karatun AI waɗanda ke koyar da rarraba umarni da gyara akai-akai. (2) Haɗa gudanar da umarni a cikin shirye-shiryen horar da malamai. (3) Tsara tsarin koyarwa mai daidaitawa wanda ke ba da amsa nan take kan ingancin umarni. (4) Nazarin dogon lokaci da ke bin diddigin yadda ƙwarewar gudanar da umarni na ɗalibai ke canjawa cikin lokaci. (5) Binciken tsarin ɗabi'a don tabbatar da amfani da AI cikin alhaki a ilimi. Yayin da AI mai samarwa ke zama ko'ina, gudanar da umarni zai zama ƙwarewa ta asali, kamar karatun dijital a shekarun 1990.
11. Manazarta
- Guo, K., et al. (2023). Rubutun harshe na biyu da chatbots na AI. Computers & Education, 198, 104789.
- Long, D., & Magerko, B. (2020). Menene karatun AI? Proceedings of the 2020 CHI Conference, 1-13.
- Simon, H. A. (1956). Zaɓi mai hankali da tsarin muhalli. Psychological Review, 63(2), 129-138.
- Wei, J., et al. (2022). Umarnin sarkar tunani yana haifar da tunani a cikin manyan samfuran harshe. NeurIPS 2022.
- Zamfirescu-Pereira, J. D., et al. (2023). Me yasa Johnny ba zai iya yin umarni ba. Communications of the ACM, 66(8), 64-73.