Emergent Mano eMienzaniso Yakakura yeMutauro
Hunyanzvi hwekusimudzira unyanzvi hunooneka kamwe kamwe mumamodheru emitauro mikuru kana vapfuura chimwe chikero, kunyangwe mamodheru madiki asina kuratidza chiratidzo chazvo.
Pfupiso
They matter because they make capabilities hard to predict from small-scale experiments.
Kudzika Kwakadzika
Yakasimudzirwa mubepa ra2022 naWei uye vaanoshanda navo, kubuda kunoreva mabasa apo kuita kunogara pedyo nemukana wemamodhi madiki uye wobva wasvetuka zvine simba kana modhi yayambuka chiyero chehukuru mumaparamita, data, kana komputa. Mienzaniso yakashumwa yaisanganisira akawanda-nhanho arithmetic, mamwe mabhenji ekufunga, uye inotevera mirairo yenovel. Chikamu chaishamisa chaive chekusaenderera mberi: hunyanzvi hwaive husiri nani zvishoma nezvishoma, hwaiita kunge husipo uye hwavepo. Kuteedzerwa kwa2023 naSchaeffer uye vaaishanda navo vakapokana kuti kumwe kusimuka chimwe chikamu chekuyeresa, nekuti hutsinye hwese-kana-hapana metrics senge-chaiwo-mechi yakawedzera kusvetuka-svetuka kunotaridzika kutsvedzerera pasi pezvibodzwa zvakapfava. Nhaurirano iyi yakagadzirisa zvakare kuti vaongorori vanoshuma sei mibairo yekuyera uye kutora evaluation metrics.
Technical Insight
Kunyangwe kubuda kuri 'chaiko' kunowanzoenderana nemetric. Basa rakanwiwa nemutambo chaiwo rinopa zero kiredhiti kusvika nhanho yega yega yakwana, saka zvakatsiga zvinowana pazasi pe-tokeini chaiyo zvinogona kuratidza sekusvetuka kamwe kamwe. Chinja kune inoenderera metric senge token-level mukana kana chikamu chechikwereti, uye iyo curve kazhinji inotaridzika yakatsetseka. Saka kubuda kunoratidza kudyidzana pakati pekukura kwekugona uye kusaenderera mberi kwakavakirwa mumutemo wakasarudzwa wezvibodzwa.
Strategic Impact
Kumhanya uye chiyero
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Svika uye svika
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Sarudzo dzakajeka
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Ramangwana reKugona Kwekukurumidza kweMienzaniso Yakakura yemitauro
Vatsvaguri parizvino vanobatanidza zvidzidzo zvekuyera nemametric akawanda kuti vaparadzanise shanduko yechikamu kubva kune zvigadzirwa, uye vanoongorora kuti ndeapi masimba anosvika chete pachiyero. Kufembera kuri nani kunokosha pakuchengeteka, sezvo mano asingafanoonekwi achigona kusanganisira ane ngozi. Tarisira basa rakawanda pamitemo yezvikero inofanofembera zvinogoneka pachine nguva, pamwe nekuchenjerera magadzirirwo ezviyereso zvekuti zvinonzi 'kubuda' kunoratidza maitiro emhando kwete kuyera.
Real-World Implementation
Mamodheru mahombe anogadzirisa matambudziko emazwi mazhinji-nhanho ayo mavhezheni madiki anopindurwa pamwero wemukana.
Modhi yakangoerekana yatevera yakaoma, isina kumbobvira yaonekwa mirairo mushure mekuyambuka chikumbaridzo.
Chain-ye-pfungwa inosimudzira kufunga kana mamodheru asvika saizi yakakwana.
Vatsvagiri vanorongazve 'kamwe kamwe' bhenjimark yekusvetuka ine chikamu-kiredhiti zvibodzwa uye nekutsvaga yakatsetseka curve.
Njodzi & Guardrails
Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Implementation Roadmap
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Ramba Uchiongorora
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Gaidhi rinotevera
Sycophancy muMutauro Mienzaniso
Mibvunzo inowanzo bvunzwa
What is Emergent Abilities of Large Language Models?
Hunyanzvi hwekusimudzira unyanzvi hunooneka kamwe kamwe mumamodheru emitauro mikuru kana vapfuura chimwe chikero, kunyangwe mamodheru madiki asina kuratidza chiratidzo chazvo. Ivo vane basa nekuti vanoita kuti kugona kuome kufanotaura kubva kudiki-diki kuyedza.
Chii chinotsanangura kugona kukurumidza mumienzaniso mikuru yemitauro?
Mano emergent anenge asipo mumamodheru madiki uye anobva aoneka zvine simba kana sikero yayambuka chikumbaridzo.
Chii chakaitwa na2023 kuteverwa naSchaeffer nevamwe vaaishanda navo?
Vakaratidza kuti zvese-kana-hapana-metrics zvinogona kuita zvakatsetseka zviri pasi pekuwana kutaridzika sekusvetuka kamwe kamwe.
Sei kukwikwidza chaiko kuchigona kuwedzeredza kubuda?
Mutambo chaiwo haupi mbiri yekufambira mberi zvishoma, saka kuvandudzwa kwe-token kunoratidzika sekusvetuka kamwe kamwe.
Ndezvipi zvinhu zvekuyera zvine chekuita nekubuda?
Kusvetuka kwekusimuka kunoshumwa sezvo modhi dzinokura mumaparamita, data rekudzidzisa, uye komputa.
Sei kubuda kune basa kune AI kuchengeteka?
Kana hunyanzvi huchigona kuoneka kamwe kamwe pachiyero, zvimwe zvisingatarisirwe zvinogona kuve nengozi, zvichikurudzira kufanotaura kuri nani.