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Vakabatana Vatambi: Wedzera Turusi-Yakasanganiswa Kukurukurirana muAgentic Kusimbisa Kudzidza

UnifiedPlayers chirongwa chemubatanidzwa chinogonesa vashandi-vanoshandisa maturusi kuti vagadzire yavo yekudzidzisa data, kuderedza kudiwa kwemaitiro-anotsanangurwa nevanhu.

By 4 min readRead the primary source
Source-provided image accompanying UnifiedPlayers: Enhance Tool-Integrated Reasoning in Agentic Reinforcement Learning
Primary-source documentKwakanyorwa
Muparidzi
arxiv.org
Source link
arxiv.orghttps://arxiv.org/abs/2609.20089
Source type
Gwaro rekutanga - chiziviso chepamutemo, bepa, faira, kana peji rebato rekutanga ratinoverenga zvakananga.
ContextNzwisisa izvi mumasekonzi makumi matanhatu

Tanga pano

Matemu akakosha

Kusimbisa Kudzidza
Kudzidziswa nemasaini masaini apo mumiririri anodzidza zviito zvinowedzera kudzoka kwenguva refu.
Artificial Intelligence (AI)
Nzvimbo yakafara yekuvaka masisitimu anoita mabasa anoda kucherechedzwa kwepateni, kufunga, mutauro, kana kuita sarudzo.
Kudzidza Muchina (ML)
Nzira dzinobvumira masisitimu kudzidza mapatani kubva kune data uye kugadzirisa nekufamba kwenguva.
Zviedze iwe pachakoChii chinonzi AI? Quiz

Chii chaitika

Vatsvagiri vakaunza UnifiedPlayers, chimiro chemubatanidzwa chinogadzirisa dambudziko rekubatanidza mukugadzirisa pamwe kuronga, kuita, uye ongororo mumidziyo-yakabatanidzwa vamiririri. UnifiedPlayers inosanganisira Planning Player, Execution Player, uye Evaluation Player, iyo inoshanda pamwe chete kugadzira mabasa, kuburitsa akawanda-inotendeuka trajectories, uye kuvaka inogoneka verifiers.

UnifiedPlayers chirongwa chemubatanidzwa chinogadzirisa dambudziko rekubatanidza mukugadzirisa pamwe kuronga, kuita, uye kuongorora mumidziyo-yakabatanidzwa vamiririri.

Iyo dhizaini inosanganisira Planning Player, Execution Player, uye Evaluation Player, iyo inoshanda pamwe chete kugadzira mabasa, kuburitsa akawanda-anotendeuka trajectories, uye kuvaka anogoneka verifiers.

UnifiedPlayers inodarika iyo yakasimba yekutanga yekutanga neinosvika 3.5% pakufunga kwemasvomhu uye 3.9% pamabasa ekufunga akajairika.

Muongorori akadzidza anowana 84.2% chokwadi chekuonekwa kweanopikisa, nepo chiratidzo chemubairo chinoratidza 2.03$ imes$ yakakwirira pamubvunzo wega wega pane yekuzvimiririra.

Kwakabva mashoko: arxiv.org ↗

Nei zvichikosha

UnifiedPlayers inopa nzira inovimbisa yekuzvisimudzira-yakabatanidzwa-yakabatanidzwa vamiririri, iyo inogona kuvandudza kufunga uye kuita sarudzo. Iko kugona kweiyo dhizaini kuchinjika kune ari kubuda ekutadza modhi uye yekuzvimiririra masiginecha inogona kutungamira kune yakanyatso uye yakavimbika vamiririri.

UnifiedPlayers inopa nzira inovimbisa yekuzvisimudzira-yakabatanidzwa-yakabatanidzwa vamiririri, iyo inogona kuvandudza kufunga uye kuita sarudzo.

Iko kugona kweiyo dhizaini kuchinjika kune ari kubuda ekutadza modhi uye yekuzvimiririra masiginecha inogona kutungamira kune yakanyatso uye yakavimbika vamiririri.

Kuvandudzwa kweUniifiedPlayers kune mukana wekukanganisa nzvimbo dzakasiyana siyana, kusanganisira hungwaru hwekugadzira, kudzidza kwemichina, uye marobhoti.

Interactive Mechanism

Interactive Mechanism: Iyo Inonyatsoshanda

Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.

Thinking Budget (Test-Time Tokens):1,024 tokens
Complex Accuracy79%Math & Code Logic
Latency3.2sTime to first full output
Inference Cost$0.0092Per query estimated
Reasoning StyleStep VerificationInternal chain depth
Active Thinking Trace:
1Deconstruct user problem into formal constraints
2Propose candidate hypotheses & step-by-step calculation
3Self-correction: Backtrack and refute subtle edge cases
4Exhaustive consistency check & final output synthesis
Core takeaway: Test-time compute fundamentally changes AI economics. Instead of only scaling during pre-training, giving reasoning models more tokens at inference time allows them to systematically solve PhD-level STEM problems.
Interactive Concept Check+10 Points
What is AI? Quiz

A route planner searches possible journeys using explicit rules. What does this illustrate about AI?

Zvekutarisa zvinotevera

Kuvandudzwa kweUniifiedPlayers kune mukana wekukanganisa nzvimbo dzakasiyana siyana, kusanganisira hungwaru hwekugadzira, kudzidza kwemichina, uye marobhoti. Kugona kwegadziriro yekuvandudza maturusi-akabatanidzwa maajenti anogona kutungamira kune mamwe maitiro anoshanda uye anoshanda ekuita sarudzo.

Iko kukanganiswa kweUniifiedPlayers pane chishandiso-chakabatanidzwa vamiririri uye mashandisiro avo munzvimbo dzakasiyana siyana.

Iko kugona kweUniifiedPlayers yekuvandudza kufunga uye kuita sarudzo kugona muhungwaru hwekugadzira uye kudzidza muchina.

Kuvandudzwa kweUniifiedPlayers uye kugona kwayo kutungamira kune mamwe maitiro anoshanda uye anoshanda ekuita sarudzo.

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