Garab giy xalaat
Garab gi ñuy xalaat (ToT) mooy benn kaada buy ñaax nit ñi, muy may benn xeetu làkk mu jàngat yooni xalaat yu bari ci paralel, melni car garab, ci barab bi ñuy xalaat ci benn yoon kese.
Résumé
It matters because it dramatically improves performance on problems that require planning, search, or backtracking.
Plongeur bu xóot
Standard chain-of-thought prompting dafay dox ab model ci benn jéego bu toppalante ci xalaat, daale ko ci ndoorte ba ci njeexte, luy dox ci liggéey yu bari waaye du lajj sudee njuumte bu teel moo yàq tontu bi yépp. Garab giy xalaat, gëstukat yu Princeton ak DeepMind ñoo ko dugal ci 2023, dafay soppi xalaat ni seetlu ci kaw garab. Ci jéego bu nekk, xeetu liggéey bi dafay defar ay 'xalaat' yu bari (jéego yu digg yi wala pexe yu xaaj), jàngat ni bu nekk ci ñoom mënee am njariñ, ba noppi mu jàngat bànxaas yi gëna baax, bàyyi yoon wi mënul dem. Loolu dafay may model bi mu xool kanam, méngale tànneef yi, ak dellu ginaaw, gëna melni kuy saafara jafe-jafe ci xel mu dal, moo gën kuy xalaat benn yoon kese. Ci liggéey yu melni Game of 24, ToT yokk na limu tekki ci ay pursaa yu néew ak seen xalaat dem ba ci 74 pursaa.
Gis-gis xarala
ToT dafa boole ñatti mbir: ab xalaat buy xalaat jéego yu bari yu ci topp, ab evaluatëru réew buy joxe poñ wala wote ci ni yoon bu nekk mëna am ndam, ak ab algorithm seetlu, lu gëna bari seetlu yaatuwaayu njëkk wala xóotaayu njëkk, biy dogal ban car lañu wara yaatal wala dagg. Royuwaay bi ci boppam mooy faral di def jàngat bi ci laaj ko mu joxe tolluwaayu 'waaw,' 'mën na am,' wala 'mënul am.' Li gëna am solo mooy lii ab wrapper la ci model bi, du retraining.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu garabu xalaat
Xaarandil xalaat garab-style ñu dugal ko ci sistem agentik ak 'xalaat' model yuy jox ordinatër bu gëna bari ci jafe-jafe yu metti ci waxtu inference. Variante yu melni Graph of Thoughts dañuy may yoon yi ñu boole ak jëfandikoowaat resultaa yi ci digg bi, te jàngat yi jàng mën nañu wecci poñ yi ñuy joxe ci gaaw ngir wóor. Tendens bi gëna yaatu mooy jëfandikoo seetlu inference-time ni knob tunable: gëna jëfandikoo ordinatër ngir banneexu bànxaas yi ngir laaj yu am solo, néew ngir laaj yu yomb yi, di dindi diggante ñaax ak waajal.
Doxal ci àdduna dëgg
Faj puzzle jeu 24, muy ñeenti lim yuñ wara boole ak arithmétique ngir yegg ci 24, ci jàngat ak dagg equation yu bari yuñ mëna tànn.
Liggéeyu bind yu am gis-gis bu bees, fu model bi di tëral ay yooni trame yu bari, jàngat lëkkaloo gi, ba noppi defar li gëna am doole.
Firnde math wala jafe-jafe baat yu bari jéego, fu dellu ginaaw ci jéego bu jaarul yoon mooy li am solo ngir am tontu bu dëggu bi.
Puzzle yu am tënk yu melni mots croisés yu ndaw, fu model bi di natt ay fees yu ndaw ba noppi bàyyi car yiy xañ tegtal yi.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Garab-ci-Xalaat Xalaat
Laaj yi ñuy faral di laaj
What is Tree of Thoughts?
Garab gi ñuy xalaat (ToT) mooy benn kaada buy ñaax nit ñi, muy may benn xeetu làkk mu jàngat yooni xalaat yu bari ci paralel, melni car garab, ci barab bi ñuy xalaat ci benn yoon kese. Dafa am solo ndax dafay gëna baaxal liggéey bi ci jafe-jafe yiy laaj waajal, seetlu wala dellu ginaaw.
Lan moo wuutale garabu xalaat yi ak xalaat yu lalu ci xalaat?
Fàww fu chaîne-of-thought topp benn yoon bu ligneer, Garab Xel yi dafay xaajaloo ci xalaat yu bari, jàngat leen, ba noppi dellu ginaaw ci yoon wu jaarul yoon.
Yan ñatti mbir ñoo bokk ci sistemu Garab Xel?
ToT dafay boole ab generatëru xalaati kàndidaa yi, ab jàngat buy joxe poñ ci etaa yi, ak ab doxalinu seetlu (lu melni BFS wala DFS) ngir xam ban bànxaas lañu wara yaatal.
Ci jeu 24 benchmark, lan mooy résultaa bi gëna am solo ci jëfandikoo garabu xalaat yi?
ToT dafa yokk bu baax Game of 24 tolluwaayu ndam suñu ko méngale ak chain-of-thought, loolu dafay wane njariñu seetlu ak dellu ginaaw.
naka lay def ba sistemu garabu xalaat di jàngat ay pexe yu xaaj?
Modèle bi ci boppam mooy faral di nekk jàngat bi, di xool ni yoon wu xaaj bu nekk digee, suko defee seetlu bi mëna dagg car yu néew doole yi.
Lan mooy dëgg ci jëfandikoo garabu xalaat ci xeetu xalaat bu yàgg?
ToT dafay yamale kàttanu model bi fi nekk jaaraleko ci ay laaj ak ab bouclage de search; du soppi poid yi ci suuf.