Luqadda AI HAGAHA
Geedka Fikirka
Tree of Thoughts (ToT) is an inference-time framework that explores candidate reasoning steps, evaluates intermediate states, and searches among branches.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
It can help on tasks that support useful intermediate evaluation, but results depend on the model, task, search budget, and evaluator.
quusid qoto dheer
Chain-of-thought prompting typically follows one generated sequence, while Tree of Thoughts represents problem solving as search over intermediate states. A system proposes candidate thoughts, scores or classifies states, and uses a search procedure such as breadth-first search to expand promising branches or backtrack from dead ends. The original paper evaluates ToT on Game of 24, creative writing, and mini crosswords. In its Game of 24 setup, GPT-4 with a breadth-five ToT search achieved 74% success on the selected test set, compared with 4% for a single chain-of-thought baseline. This is a result for a particular model, prompt, benchmark subset, and search budget—not a general performance guarantee. ToT also uses additional model calls and depends on useful state evaluations.
Dhaqangelinta Adduunka-dhabta ah
Xallinta Ciyaarta 24-ka halxiraalaha, halkaas oo ay tahay in afar nambar lagu daro xisaabta si loo gaaro 24, iyadoo la sahaminayo oo la jarayo isla'egyada musharaxiinta.
Hawlaha qorista hal-abuurka ah halkaas oo tusaaluhu soo diyaariyo jihooyin badan, qiimeeya isku-duubnida, oo horumariyo ta ugu xoogga badan.
Caddaymaha xisaabta ama dhibaatooyinka ereyada tillaabooyin badan leh ee ka-noqoshada tillaabada cilladaysan waa lama huraan si loo gaadho jawaabta saxda ah.
Xakamaynta xujooyinka sida ereyada isdhaafsiga yaryar, halkaas oo moodalku tijaabiyo buuxinta qayb ahaan oo uu ka tago laamaha jebiya tilmaamaha.
Mustaqbalka Geedka Fikirka
Filo in ka tashiga qaabka geedka lagu milmo nidaamyada wakiilka iyo moodooyinka 'macnaha' kuwaas oo u qoondeynaya xisaabin dheeri ah dhibaatooyinka adag waqtiga fikradda. Kala duwanaanshiyaha sida Sawirka Fikradaha ayaa u oggolaanaya waddooyinka inay isku daraan oo dib u isticmaalaan natiijooyinka dhexdhexaadka ah, iyo qiimeeyayaasha la bartay ayaa laga yaabaa inay beddelaan dhibcaha ku saleysan degdegga ah ee la isku halleyn karo. Isbeddelka ballaadhan ayaa loola dhaqmayaa raadinta-waqtiga ku-meel-gaadhka ah sidii guntin la hagaajin karo: ku bixi xisaabin badan oo sahaminta laamaha su'aalaha xiisaha badan, ka yar kuwa fudud, oo kala fogeynaya xariiqa u dhexeeya dardargelinta iyo qorsheynta.
Ku dhaqangelinta
Maxay muhiim u tahay
- Xawaaraha iyo miisaanka. Socodka shaqada luqaddu si dhakhso leh ayay u socon kartaa iyada oo aan la hurayn joogteynta.
- Helitaanka iyo gaarsiinta. Waxay balaadhisaa gelitaanka luqadaha iyo qaababka isgaarsiinta.
- Go'aamo cad. Kooxuhu waxay waqti badan ku qaadan karaan xukunka halka otomaatiggu uu qabanayo ku celcelinta.
Iska ilaali
- Xaqiiqooyinka dhalanteed waxay si deggan u geli karaan warbixinnada, taageerada socodka, ama natiijooyinka cilmi-baarista.
- Dareenka degdega ahi wuxuu abuuri karaa natiijooyin aan iswaafaqayn codsiyada la midka ah.
- Xogta qoraalka xasaasiga ah ayaa laga yaabaa in la kashifo haddii kontaroolada gelitaanka ay daciif yihiin.
Tallaabooyinka xiga
- Qeex qaabka wax soo saarka, codka, iyo heerarka tayada ka hor inta aan la baahin.
- Jawaabaha salka ku haya ilo lagu kalsoon yahay mar kasta oo saxnidu ay muhiim tahay.
- Hayso isbaarada dib u eegista bini aadamka ee wax soo saarka sare.
- Lasoco qaababka guuldarada oo dib u leyli dardargelinta ama socodka shaqada si joogto ah.
Sii wad Sahaminta
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the Tree of Thoughts quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
Waa maxay Geedka Fikirka?
Tree of Thoughts (ToT) is an inference-time framework that explores candidate reasoning steps, evaluates intermediate states, and searches among branches. It can help on tasks that support useful intermediate evaluation, but results depend on the model, task, search budget, and evaluator.
Sidee buu Geedka Fikirka uga duwan yahay kicinta fekerka?
Halka silsilad-fikradu ay raacdo hal waddo oo toosan, Geedka Fikradaha oo u kala baxa dhowr fikradood oo musharraxiin ah, oo qiimeeya, oo dib uga noqda darafyadii dhintay.
Waa kuwee saddexda qaybood ee ka kooban nidaamka Geedka Fikradaha?
ToT-gu waxa uu lammaaneeyaa dhaliye fikirrada musharraxiinta, qiimee dhaliyaha gobollo qayb ah, iyo hab-raadinta (sida BFS ama DFS) si loo go'aamiyo laamaha la ballaarinayo.
In the original Tree of Thoughts Game of 24 experiment, what result did breadth-five search report for its selected test set?
The 74% figure is reported for a particular GPT-4 ToT setup and selected test examples, so it should not be generalized to all tasks or models.
Sidee buu nidaamka Fikradaha u qiimeeyaa xalalka qayb ahaan?
Tusaalaha laftiisa ayaa sida caadiga ah u shaqeeya sidii qiimeeye, isaga oo xukumaya sida ay rajo u leedahay dariiq kasta oo qayb ah si goobtu u jarto laamaha daciifka ah.
Maxaa ka run ah hirgelinta Geedka Fikradaha ee qaabka jira?
ToT waxa uu habeeyaa awoodaha jira ee moodeelka iyada oo loo marayo dardargelin iyo wareeg raadin; ma beddelo miisaanka hoose.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan