Overview
Test-time compute scaling zvinoreva kupa modhi nguva yekufunga yakawanda uye computation kana ichipindura mubvunzo, pane kungoiita hombe panguva yekudzidziswa. Ndiko budiriro iri kuseri kwe 'mamodheru ekurangarira' anogona kugadzirisa matambudziko akaomarara esvomhu nekodha nekufunga asati apindura.
Yekuyedza-Nguva Yekuverengera Kuyera chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Kwemakore, kufambira mberi kweAI kwaireva kuyera kudzidziswa: data rakawanda, mamwe ma paramita, yakawanda pretraining compute. Test-time compute scaling inowedzera yechipiri axis, kushandisa yakawanda computation pakufungidzira. Panzvimbo yekuburitsa mhinduro ipapo, modhi yekufunga inogadzira cheni refu yemukati yekufunga, kuongorora matanho, kutarisa basa, uye kumashure. Matekiniki anosanganisira akatambanudzwa cheni-ye-yekufunga, sampling mhinduro zhinji dzevamiriri uye kunhonga akanakisa (self-consistency kana best-of-N), uye kutsvaga-maitiro emiti achitungamirwa neanosimbisa kana mubairo modhi. OpenAI's o1 uye o3, DeepSeek-R1, uye Claude kufunga kwakawedzerwa kwakasimudzira izvi: chokwadi pamakwikwi masvomhu nemapurogiramu anosvetuka zvakanyanya paunorega modhi 'ichifunga kwenguva refu,' kutengesa kunonoka uye mutengo wekururama pamhinduro painotadza kukurumidza.
Technical Insight
Iyo modhi inodzidziswa nekusimbisa kudzidza kuburitsa anobatsira ekufunga tokens, ipapo pakufunga iwe unogovera 'bhajeti yekufunga.' Mamwe ma tokeni anoita kuti iparadze matambudziko, ibate zvikanganiso zvayo, uye zvionere wega. Yakanakisa-ye-N sampling uye verifier-inotungamirwa yekutsvaga inowedzera parallel compute: gadzira akawanda ekuedza, zvibodzwa, chengeta anokunda. Zvine hutsinye, mamodheru madiki ane rupo bvunzo-nguva komputa anogona kuenzanisa mamodheru akakura anopindura ipapo, achigadzirisa mutengo curve.
Kubata Muedzo-Nguva Yekombuta Kuyera
Test-time compute scaling zvinoreva kupa modhi nguva yekufunga yakawanda uye computation kana ichipindura mubvunzo, pane kungoiita hombe panguva yekudzidziswa. Ndiko budiriro iri kuseri kwe 'mamodheru ekurangarira' anogona kugadzirisa matambudziko akaomarara esvomhu nekodha nekufunga asati apindura. Yekuyedza-Nguva Yekuverengera Kuyera chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuvaka kunzwisisa kwakadzama, bata Test-Nguva yeCompute Scaling semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Test-Nguva Compute Scaling dhizaini zvinokurudzira, kudzoreredza, uye kuongorora zvishwe seimwe yakabatanidzwa yekutaurirana system. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Panguva imwecheteyo, chokwadi cheHallucified chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana kutsvagisa zvinobuda. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
OpenAI's o1 uye o3 modhi dzinofunga kuburikidza neOlympiad-level matambudziko esvomhu nhanho nhanho, achikunda zvinoshamisa mamodhi emhinduro-pakarepo paAIME uye mabhenjimaki emakwikwi.
DeepSeek-R1 yakashandisa kusimudzira kudzidza kudzidzisa refu cheni-ye-kufunga kufunga, ichiratidza pachena hukuru hwakakura hwechokwadi kubva kune yakawedzera inference compute.
Claude's yakawedzera kufunga modhi inoita kuti vanogadzira vasete bhajeti retokeni kuitira kuti modhi ikonzerese pane yakaoma coding kana kuongorora mabasa vasati vapindura.
AlphaCode uye masisitimu akafanana anoedza zviuru zvezvirongwa zvemumiriri panguva yekuyedza, wobva wasefa nekuisa chinzvimbo kuti vagadzirise matambudziko emakwikwi ekuronga.
Maitiro Ekuita
Test-Nguva Kombuta Kuyera mukuita
OpenAI's o1 uye o3 modhi dzinofunga kuburikidza neOlympiad-level matambudziko esvomhu nhanho nhanho, achikunda zvinoshamisa mamodhi emhinduro-pakarepo paAIME uye mabhenjimaki emakwikwi.
OpenAI's o1 uye o3 modhi dzinofunga kuburikidza neOlympiad-level matambudziko esvomhu nhanho nhanho, ichikunda zvinoshamisa mamodheru emhinduro-pakarepo paAIME uye mabhenjimaki emakwikwi Matimu anowanzo kuwana mibairo iri nani kana vachitsanangura mabhindauko emhando kumberi, chengetedza nzira yekukwira kwevanhu yezvekuwanikwa kwechigadzirwa, uye kuteedzera mibairo yekuwanda kwenguva.
Test-Nguva Kombuta Kuyera mukuita
DeepSeek-R1 yakashandisa kusimudzira kudzidza kudzidzisa refu cheni-ye-kufunga kufunga, ichiratidza pachena hukuru hwakakura hwechokwadi kubva kune yakawedzera inference compute.
DeepSeek-R1 yakashandisa kusimudzira kudzidza kudzidzisa kureba kweketani-ye-kufunga kufunga, kuratidza pachena kwakakura kwakaringana kuwana kubva kune yakawedzera inferensi compute Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Test-Nguva Kombuta Kuyera mukuita
Claude's yakawedzera kufunga modhi inoita kuti vanogadzira vasete bhajeti retokeni kuitira kuti modhi ikonzerese pane yakaoma coding kana kuongorora mabasa vasati vapindura.
Claude's yakawedzerwa yekufunga modhi inoita kuti vanogadzira vasete bhajeti rechiratidzo kuitira kuti modhi ikonzere kwenguva refu pane yakaoma coding kana mabasa ekuongorora asati apindura Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Test-Nguva Kombuta Kuyera mukuita
AlphaCode uye masisitimu akafanana anoedza zviuru zvezvirongwa zvemumiriri panguva yekuyedza, wobva wasefa nekuisa chinzvimbo kuti vagadzirise matambudziko emakwikwi ekuronga.
AlphaCode nemamwe masisitimu akafanana anoedza zviuru zvezvirongwa zvevamiriri panguva yekuyedza, wozosefa nekuisa chinzvimbo kuti vagadzirise matambudziko ekukwikwidza hurongwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
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.
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.