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Self-consistency samples multiple reasoning paths and aggregates their extracted answers, often by majority vote.
Déglul tegtal biiIA-nettali · ~2 min
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Résumé
It improved results on several studied benchmarks, but accuracy gains depend on the task and samples can share correlated errors; the method also adds inference cost.
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A model can produce different reasoning paths for the same prompt. Greedy decoding follows one most-likely path, while self-consistency samples several paths, extracts an answer from each, and selects the most frequent answer. The original study reported improvements on several arithmetic and commonsense benchmarks under its tested models, prompts, and sampling budgets. On suitable tasks, correct paths may converge more consistently than incorrect paths, but this is not guaranteed: paths come from the same model and errors may be correlated. Answer extraction and normalization also matter because equivalent answers can have different surface forms. The method increases inference work because it generates multiple paths. Treat the vote as an aggregation heuristic and use external checks when correctness matters.
Doxal ci àdduna dëgg
Yokkatal njubte ci jafe-jafe baatu math ci daara yu mag yi (GSM8K) ci jël misaali yooni saafara yu bari ak wote ci nimero bu mujj bi.
Yokkateg wóolu laaj bu am jéego yu bari yu am xel mu dal, di tontu fu benn chaine mëna gliise ci benn inference.
Yokk koolute ci tontu defar kode ci xool ban génne moo gëna méngoo ci misaal yi.
Yar liggéey xalaat symbolik wala logic fu derivation yu bari wara booloo ci benn conclusion bu jaar yoon.
Ëlëgu dekodaas bu méngoo ak sa bopp
Self-consistency misaal la bu am solo ci inference-time scaling, te ay doomam leegi dañuy dooleel modeli xalaat yuy jëfandikoo ordinatër yu bari ngir gëna xalaat bu baax. Yooyu ëlëg bokkuna ci pondération wote ci verifier bu jàng wala poñ wóolu ludul lim ñuy tolloo, tànn ci anam wu méngoo ñaata misaal lañu wara jël ci jafe-jafe laaj, ak boole wote ak kaadar seetlu yu melni Garab Xel. Xaarandil mu des ci baseline bu yomb te amul tàggat, bu bépp sistem mëna def sudee njub moo gëna am solo latency.
Teg ko ci jëf
Lu tax mu am solo
- 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.
Moytul
- 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.
Jéego yi ci topp
- 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.
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Ñatti jaar-jaari IA yuñ firndeel bis bu nekk ci ayu-bis bi, ñu bind leen ci Àngle bu leer. Gratis ba fàww, amul yëgle.
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Nattal sa bopp
Take the Self-Consistency Decoding quiz
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What is Self-Consistency Decoding?
Self-consistency samples multiple reasoning paths and aggregates their extracted answers, often by majority vote. It improved results on several studied benchmarks, but accuracy gains depend on the task and samples can share correlated errors; the method also adds inference cost.
How does self-consistency decoding pick a final answer from a language model?
Self-consistency dafay jël misaali xalaat yu bari te wuute, ba noppi tànn tontu bu mujj bi li ëpp ci xalaat yi déggoo.
Under what condition can self-consistency improve answer accuracy?
Self-consistency can help on tested tasks when correct samples converge and mistakes vary; correlated errors can still make a wrong majority.
Ban xeetu dekodaas mooy wecci lëkkaloo sa bopp?
Du def sa bopp ci benn yoon bu gëna am wërsëg, waaye sa bopp dafay boole ay misaal ak agrégat ci yoon yu bari.
Ban wàll ci bu nekk ci seen misaal lañuy jëfandikoo ci wote bu mujj bi?
Xalaat bi ci digg bi dañu ko sànni; tontu yu mujj yi kese lañuy boole ci wote yu ëpp.
What is the main cost of increasing the number of self-consistency samples?
The paper reports gains in its evaluated tasks, but more samples do not guarantee higher accuracy because errors can be correlated.
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