Argument mapping ya bambanta da mind mapping: mind maps suna tsarin ra'ayoyi ta hanyar alaka don brainstorming, yayin da argument maps suna tsarin hujja ta hanyar alaka ta mantuqui (goje vs karyata) don gwada ko hujja take tsaya. Ana amfani da shi don shawarwari na kwamiti, nazari na shari'a, tattaunawa na shawarwari, da bincike. Kayan aikin argument mapping kamar Argumentree suna canza rubutu da takardun zuwa cikin bishiya pro/con da AI, tare da darussan kimaya, biyan bukatun jama'a, da fassarar harshe 66. Kayan aikin da suka danganci sun hada da Kialo, DebateGraph, da yaren rubutu na Argdown.

Argument mapping shine aikin tsarin gani na hujja — toshe tattaunawa zuwa ga takardun daban-daban da nuna yadda kowacce take da goje ko kuma karyata, a matsayin bishiya pro/con.
An sabunta ta: 2026-07-02
An argument map ya canza hujja zuwa diagram: kowace sandar take nuna takarda, da kowace alaka take nuna ko takarda take da goje ko kuma karyata. Inda takardar yauyau take fadi mantuqui a cikin labule, argument map take nuna hujja a gari — don haka za ka iya gani mafi karfi da mafi sauƙi a gani, fitar da mantuqui na sirri, da yanke shawara a kan mafi kyawun hujja badala da mafi sauƙi murya. Shi ne hanyar da ke bayan shawarwari da tsari da shawarwari da hadin gwiwa.
Ja da'awar da aka yi a cikin tattaunawa, rubutu, ko takarda — abubuwan da ake jayayya gare su.
Haɗa kowane bukata zuwa shaidar da kaɓatarwa da ke goɗewa ta ko kuma ke adawa da ita, ginin shan pro/con tree.
Kimanta tsari: waɗanne bukatu ne da aka goɗewa, waɗanne suke dogara ne kan hanyoyi marasa ƙarfi ko kuma yanke shawara da aka fiɗa, inda ake samun jama'a gaskiya.
Ka dauki yanke shawara wadda tawaga ta gaskiya ta fuskanta — za mu koma aiki a ranakun biyar na mako? A taron, ta zo a matsayin tarin maganganu da ke magana a baya daya. A matsayin hujja, fom din rashin amincewa ana ganinsa nan take:
An nuna haka, za ka iya gani a first glance inda rashin amincewa ya ke zaune, hujjoji wake suke dogara da zaton da ba a gwaji, da inda wata sulhu (kamar gwajin a sashi daya) zai iya zauna — maimakon muryar mai zogo ta yanke shawara. Ka lura da nakuɗɗi: hujja ta nuna abin da an hujja shi, ba abin da gaskiya ne. Kimar hujjoji shi ne abin da ke shiryar da mai ƙarfi daga mai ƙaranci.
Hujja ba sabon abu bane - shi ne ƙarshen hanyar nazarin yadda hujjoji ke ginawa. Wasu miloshi suna da mahimmanci:
Masanin doka John Henry Wigmore ya tsara shaidun a cikin shari'o'i a matsayin hanyoyin da ke da ikirari da tunani - wani tsohon kakar taswirar muhawara ta zamani.
Filosof Stephen Toulmin ya raba muhawara guda daya zuwa sassa shida - ikirari, bayanai (tushen), garanti, goyon baya, mai inganci, da kuma mayar da martani - yana ba da tsarin muhawara ga jikin muhawara guda.
James B. Freeman ya sake tsara muhawarori a matsayin musayar ra'ayi tsakanin mai goyon baya da mai adawa, tare da shawarwari da aka haɗa ta hanyar goyon baya, mayar da martani, da kuma ragewa - mafi kyau wajen kama tunani mai rikitarwa, na gaske, da muhawarori da yawa.
Phan Minh Dung ya tsara muhawarori a matsayin nodes tare da dangantakar 'hari' kuma ya bayyana wane rukuni na muhawarori za su iya tsayawa tare da hankali - ka'idar da ke ba da damar kwamfutoci suyi tunani game da wane muhawara ke cin nasara.
Masu bincike kamar Stab & Gurevych da Peldszus & Stede sun gina algorithms da ke fitar da ikirari, tushe, da dangantakarsu daga rubutu na yau da kullum - fasahar da ke bayan taswirar muhawara tare da taimakon AI a yau.
Argumentree ya zauna a ƙarshen layin nan: ta koma ka'idojin a cikin amfani na pro/con tree wanda tawaga za su iya amfani dashi.
"Hujja ta hanyar sadarwa" ita ce aikin nazarin hanyar sadarwa; ƙarƙashin ita akwai ka'idoji na hukuma, kowanne ya ke da amsa ga tambaya daban:
| Ka'idoji | Mai tunani | Mafi kyau |
|---|---|---|
Toulmin model Stephen Toulmin, 1958 | Sassa guda shida na hujja guda: ikirari, bayanai, garanti, goyon baya, mai inganci, musantawa. | Raba tsarin hujja guda. |
Freeman model James Freeman, 1991 | Mai goyon baya vs mai adawa; shawarwari suna hade da goyon baya, musantawa, da dangantaka mai rauni. | Zana taswirar rubutun duniya mai rikitarwa tare da musantawa. |
Abstract argumentation Phan Minh Dung, 1995 | Hujjoji a matsayin nodes, 'harin' a matsayin edges; ma'anar hukuma tana yanke shawarar wane hujja ne mai karbuwa. | Lissafin wane bangare ne ya ci nasara; AI da tunani na atomatik. |
Muhawara bisa daraja Bench-Capon, 2003 | Yana kara darajoji da fifiko, don haka harin yana samun nasara ne kawai idan darajarsa ta fi ta wacce. | Tattaunawar da ke dauke da darajoji a cikin doka, dabi'u, da manufofi. |
Walton's schemes Douglas Walton | ~60 sunayen tsarin tunani na yau da kullum, kowanne tare da tambayoyi masu mahimmanci don gwada shi. | Gano ra'ayi mai rauni ko na karya. |
Pro/con tree na Argumentree shi ne haɗin kai na amfani - Freeman-style goje/adawa tsari, tare da Dung-style 'wanda ya tsaya' ta hanyar kimarta da ke tarawa zuwa net-support scores - wanda aka sa mai amfani ga tawagai maimakon masana hukuma. Shi ne ƙarshen hanyar sadarwa na argumentation theory.
Biyun suna da kuskure amma suna sulhuwa da matsalolin daban-daban. Mind mapping shine tsarin ra'ayoyi ta hanyar alaka a kusa da batu — shi ne kayan aikin brainstorming da kuma kawo ra'ayoyi. Argument mapping shine tsarin hujja ta hanyar alaka ta mantuqui — kowace alaka take nuna "goje" ko "karyata", don haka takarda take nuna ko hujja take tsaya. Mind maps suna nuna mene ka ke tattaunawa; argument maps suna nuna ko shi gaskiya.
Ko'ina da shawara take dogara da ingancin hujja da ke gare ta:
Kayan aikin argument mapping suna barin kwamitin gina, raba, da kimanta bishiya pro/con da hadin gwiwa. Argumentree ya kara canza rubutu da takardun zuwa cikin bishiya pro/con da AI — tare da darussan kimaya, biyan bukatun jama'a, da fassarar harshe 66. Kayan aikin da suka danganci sun hada da Kialo, DebateGraph, da yaren rubutu na Argdown.
Hanyar hujja shi ne hanyar saukaka hankali. Yana raba tattaunawa zuwa da'awo daban-daban da kuma nuna yadda kowanne take da shaida da karyata, yawanci a matsayin bishiya mai tsawo na mafaka da karyata. Idan ba ka karanta labaran tattaunawa ba, ka ga tsarin hujja na wanda ke hujja, me ya sa su hujja.
Hanyar tunani tana shirya madaurai da ra'ayoyi ta hanyar alaƙa kusa da wani maƙasudi - shi ne boko da kuma tunani. Hanyar hujja tana shirya hujja ta hanyar alaƙa mai dabara - kowanne ƙungiya take da'awa, kowanne hanyar take nufin 'goɗewa' ko 'karyata'. Hanyar tunani ƙunshi abin da kake tunani; hanyar hujja ƙunshi ko hujja take tsayawa lafiya.
Hanyar hujja ake amfani da ita don yin yanke shawara mai kyau, mai gaskiya - a tarurrukan tawagi da kwamitin gudanarwa, binciken shari'a, tattaunawa na ilimi da gasa, tattaunawa na siyasa da majalisar dokoki, gudanarwa na DAO, da bincike. Kowane inda ingancin yanke shawara ya dogara da ingancin hujja da aka yi.
Ee. Software na hanyar hujja ya bari tawagi gina da raba bishiyar hujja, rattaba shaida, da kuma duba hujja tare. Argumentree ya ƙara cire hujja ta AI (saukar rubutu da takardu zuwa hanyar hujja ta tsari), ƙididdige hujja na multi-dimensional, kai tsaye na jama'a, da fassarar cikin harshe 66. Sauran kayan aikin a cikin sarari sun haɗa da Kialo, DebateGraph, da yaren rubutu Argdown.
Yin hujja mai gaskiya shi ne mafita na hanyar hujja: yana bayyana yanayin da ba a gani ba, yana fitar da hanyoyin mara ƙarfi, yana hana muryar da ta fi kowa ya fi rinjaye, kuma yana barin rikodin da aka yi yanke shawara. Ingancin yanke shawara yana da alaƙa da ingancin tattaunawa da aka yi - hanyar hujja ta sa tattaunawa mai gaskiya da kuma duba.
Mudawwatar Toulmin, wanda masanin falsafa Stephen Toulmin ya gabatar a shekara ta 1958, ya raba hujja ɗaya zuwa sassa shida: da'awa (karshe), data ko filaye (shaida), warrant (hujja da ke haɗa data da da'awa), tallafi (goɗewa ga warrant), mafaka (yadda da'awa take riƙe), da karyata (yanayin da take karyata). Shi ne ilimin hujja na hujja ɗaya, kuma ɗaya daga cikin ilimin hujja da hanyar hujja take gina.
Hanyar hujja shi ne bangaren shirye-shirye na wani yanki mai faɗi. Ilimin harshe kamar mudawwatar Toulmin (sassa na hujja), mudawwatar Freeman (goɗewa, karyata, da ƙuntata tsakanin ka'idoji), da hanyar hujja ta Phan Minh Dung (kwamfuta wace hujja ta yi nasara) suna bayar da ilimin kasa. Kayan aikin hanyar hujja kamar Argumentree suna canza ilimin hujja zuwa bishiya mai tsawo da tawagi za su iya gina da kuma karanta ba tare da ilimin logic ba.
Toulmin, S. E. (1958). Amfanin Tattaunawa. Cambridge University Press.
Tsarin Kiran-Bayanan-Hujja-Tallafi-Mai Kwatanta-Karin Bayani - tushen kimiyya don tsarin tattaunawa.
View source →Wigmore, J. H. (1913). Matsalar Shaida. Illinois Law Review, 8(2), 77-103.
Taswirar Wigmore - wani gagarumin abu na farko na taswirar tattaunawa da aka kirkiro don nazarin shaidar shari'a.
Kirschner, P. A., Buckingham Shum, S. J., & Carr, C. S. (Eds.). (2003). Hasken Tattaunawa: Kayan Aiki na Hadin Gwiwa da Ilimi. Springer.
Binciken asali na hoto na tattaunawa tare da goyon bayan kwamfuta, ciki har da aikin van Gelder akan taswirar tattaunawa.
View source →Walton, D., Reed, C., & Macagno, F. (2008). Tsarin Tattaunawa. Cambridge University Press.
Tsarin tattaunawa 96 - kalmomin da ke bayyana dangantaka tsakanin kiran goyon baya/hari.
Stab, C., & Gurevych, I. (2014). Bayanin Kayan Tattaunawa da Dangantaka a cikin Rubutun Tattaunawa. Proceedings of COLING 2014.
Asalin hakikanin hakar tattaunawa - fasahar da ke bayan fitar da tattaunawa ta atomatik.
View source →Freeman, J. B. (1991). Dialectics da Macrostructure na Tattaunawa: Wata Kimiyya ta Tsarin Tattaunawa. Foris / De Gruyter.
Tsarin Freeman - goyon baya, karin bayani, da ragewa a cikin musayar mai goyon baya da mai adawa.
View source →Dung, P. M. (1995). Kan Karɓar Tattaunawa da Muhimmiyar Rawar da take takawa a cikin Tunani Mai Tsari, Shirin Lissafi da Wasannin Mutum-n-Person. Artificial Intelligence, 77(2), 321-357.
Takardar asali ta tsarin tattaunawa na abstract.
View source →Bench-Capon, T. J. M. (2003). Kafa a Tattaunawa a cikin Tattaunawa Mai Amfani da Tsarin Tattaunawa na Gaskiya. Journal of Logic and Computation, 13(3), 429-448.
Asalin tattaunawa mai amfani da ƙima (wanda Modgil ya faɗaɗa daga baya).
View source →Peldszus, A., & Stede, M. (2013). Daga Taswirar Tattaunawa zuwa Hakar Tattaunawa a cikin Rubuce-Rubuce: Wani Bincike. International Journal of Cognitive Informatics and Natural Intelligence, 7(1), 1-31.
Aiwatar da tsarin Freeman don hakar tattaunawa ta atomatik.
View source →Canza tattaunawa zuwa cikin bishiya pro/con da Argumentree — da yi shawara a kan mafi kyawun hujja, badala da mafi sauƙi murya.
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