Paper Citation Record · LEDGER

UniMaia: Steering Chess Policies with Language for Human-like Play

As of 8 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2605.27767.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2605.27767 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:47:41.044189Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

verified exact8
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5989b054-7261-4299-9004-6cb4c7c7ce47 · outbound

This paper cites Yi Tay, Mostafa Dehghani, Vinh Q Tran, Xavier Garcia, Jason Wei, Xuezhi Wang, Hyung Won Chung, Sia- mak Shakeri, Dara Bahri, Tal Schuster, and 1 others.

UniMaia: Steering Chess Policies with Language for Human-like Play Yi Tay, Mostafa Dehghani, Vinh Q Tran, Xavier Garcia, Jason Wei, Xuezhi Wang, Hyung Won Chung, Sia- mak Shakeri, Dara Bahri, Tal Schuster, and 1 others

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 8646614b-42a4-4aa6-a07b-eb82d5386eda · outbound

This paper cites UL2: Unifying Language Learning Paradigms.

UniMaia: Steering Chess Policies with Language for Human-like Play UL2: Unifying Language Learning Paradigms

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.368600Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63897778-e371-4684-9455-7ac0d60341e3 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 0b9d898c-e63f-43a7-ae70-55107d0afbc1 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 428d6b18-2f15-44cc-b83b-e619142d41eb · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation a76b1087-e1ce-4295-b7c5-7aa5cab80f9d · outbound

This paper cites A major challenge is maintaining correctness under iterative modifications.

UniMaia: Steering Chess Policies with Language for Human-like Play A major challenge is maintaining correctness under iterative modifications

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 4790b1b5-519c-42c0-983d-0821d88dda7e · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation f893d03d-092e-4a74-8bee-9cb75b20a146 · outbound

This paper cites Following prior work (Jor- dan et al., 2024; Liu et al., 2025), we use AdamW for all remaining parameters.

UniMaia: Steering Chess Policies with Language for Human-like Play Following prior work (Jor- dan et al., 2024; Liu et al., 2025), we use AdamW for all remaining parameters

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.371325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e8722c06-646d-46a0-a980-a1003623469d · outbound

This paper cites Figure 8 shows the training losses.

UniMaia: Steering Chess Policies with Language for Human-like Play Figure 8 shows the training losses

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5de2275-1385-4258-aa8e-cfba0367ab14 · outbound

This paper cites Unless otherwise specified, DoRA additionally uses rsLoRA and LoRA+.

UniMaia: Steering Chess Policies with Language for Human-like Play Unless otherwise specified, DoRA additionally uses rsLoRA and LoRA+

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 7df57042-77b7-4c6c-95e1-b8e26aced004 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 11

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Observation a89ca63a-7343-4083-ae9e-413683e51ef7 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 9e75ed73-9f96-41a6-b11f-d60a1ae522eb · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 1f16546e-285d-4df5-aea1-8bc78038f7b4 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 9ca23618-9304-4375-b474-ac5d30d30327 · outbound

This paper cites Figure 9 shows that all LoRA-based variants con- verge similarly.

UniMaia: Steering Chess Policies with Language for Human-like Play Figure 9 shows that all LoRA-based variants con- verge similarly

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.370537Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 867fb65c-42f6-457f-b322-b0f2ac92800c · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 16

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Observation 6825ea4e-5e6e-4e82-aaeb-9922541b0317 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 2723da6f-c14a-49e8-b5f8-c1092891b8fe · outbound

This paper cites Increasing the backbone width generally im- proves performance.

UniMaia: Steering Chess Policies with Language for Human-like Play Increasing the backbone width generally im- proves performance

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.391289Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 380b1c68-d995-4858-ac71-42e99dcf3995 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 19

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Observation 63344277-a9cf-4243-a84c-db45501eaae1 · outbound

This paper cites In all settings, plies are sampled uniformly within each game after budgets are assigned.

UniMaia: Steering Chess Policies with Language for Human-like Play In all settings, plies are sampled uniformly within each game after budgets are assigned

Reference 20

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Observation 2d6bbb79-0b71-46d6-9a27-1eb292384552 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 9048774b-1773-4794-adab-a13662133b88 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 22

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 37b636d4-7b22-47fc-91e0-eed0c5a18570 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 23

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Observation 62042d9e-3edd-4e72-8d28-1545e32f98a4 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 3629f9bb-4900-487f-9fe0-e6eb3ed6c711 · outbound

This paper cites Using only instruct templates yields the strongest average benchmark performance, while the 50/50 mixture achieves comparable downstream accuracy with lower training loss.

UniMaia: Steering Chess Policies with Language for Human-like Play Using only instruct templates yields the strongest average benchmark performance, while the 50/50 mixture achieves comparable downstream accuracy with lower training loss

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 5b47e3c8-b314-4188-9a38-817a4c71b07c · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation d6e04b06-7a76-4b12-88c0-96b427c56467 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 27

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Observation 64c58552-30c1-4714-93e0-2227b299b6a5 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

Observation a862f8a0-187a-4a99-a662-5fa574f8df39 · outbound

This paper cites ChessGPT-play converges rapidly within the first ∼50 steps (Figure 12).

UniMaia: Steering Chess Policies with Language for Human-like Play ChessGPT-play converges rapidly within the first ∼50 steps (Figure 12)

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.385547Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13c77a47-a660-4e53-b79e-b07999f70fdd · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 538d02c0-eba7-49e9-8c8b-3c07fb8cd259 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 31

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Observation 2b81a66a-0641-4a4a-b9c7-184c731ef1ef · outbound

This paper cites Table 26 shows that all configurations perform similarly.

UniMaia: Steering Chess Policies with Language for Human-like Play Table 26 shows that all configurations perform similarly

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.382188Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1048e8f1-6b79-4ff6-877c-295461b0a49f · outbound

This paper cites Consis- tent with observations from the Kimi Team (Team et al., 2025b), Muon also produces exploding atten- tion logits more frequently than AdamW.

UniMaia: Steering Chess Policies with Language for Human-like Play Consis- tent with observations from the Kimi Team (Team et al., 2025b), Muon also produces exploding atten- tion logits more frequently than AdamW

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.376479Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ffcd7a29-2b7c-4e38-89a9-6553253dbd5f · outbound

This paper cites Maia KDD Testing Set.

UniMaia: Steering Chess Policies with Language for Human-like Play Maia KDD Testing Set

Reference 34

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Observation 8af3168e-9857-446f-b33d-d461214866cd · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 35

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Observation 6f0b57e8-1417-4480-a08c-9809f472c694 · outbound

This paper cites To ensure reliable move extraction, we use outlines (Willard and Louf, 2023) to constrain the generated output with a predefined regular ex- pression.

UniMaia: Steering Chess Policies with Language for Human-like Play To ensure reliable move extraction, we use outlines (Willard and Louf, 2023) to constrain the generated output with a predefined regular ex- pression

Reference 36

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Observation 1ec94db9-fa27-412b-b99a-de6fc3307b99 · outbound

This paper cites Ap- plying the chat template twice—once without the generation prompt and once with it—improves performance on the Lichess openings benchmark.

UniMaia: Steering Chess Policies with Language for Human-like Play Ap- plying the chat template twice—once without the generation prompt and once with it—improves performance on the Lichess openings benchmark

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation dc2fb240-f98d-46c9-8ca1-002b81940089 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 38

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Observation e967deee-2c13-4bb2-b838-22283f649baa · outbound

This paper cites As with ChessGPT-base, we use outlines (Willard and Louf, 2023) to con- strain generation.

UniMaia: Steering Chess Policies with Language for Human-like Play As with ChessGPT-base, we use outlines (Willard and Louf, 2023) to con- strain generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 08ca9124-cc27-48a5-a5b6-7f9631ff2911 · outbound

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UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Unavailable: canonical work link unavailable.

Observation ec35589d-0935-4bbe-9e3d-e3db267521b7 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 41

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Observation 0d7d8aeb-d72f-48b5-8e7f-d7b85820dd29 · outbound

This paper cites time_control.

UniMaia: Steering Chess Policies with Language for Human-like Play time_control

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.388609Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc9b9968-ed64-44ca-8b72-abb89d194fa1 · outbound

This paper cites Play”, while none begin with “Open.

UniMaia: Steering Chess Policies with Language for Human-like Play Play”, while none begin with “Open

Reference 43

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Unavailable: canonical work link unavailable.

Observation 7b2d22df-fa32-4f24-b0ea-eb8d2fe29448 · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation 8dd53281-cffe-4958-b87c-d69724a6626a · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Observation d295a180-7c6d-4fa8-94da-dc1229cf09bf · outbound

This paper cites an unresolved cited work.

UniMaia: Steering Chess Policies with Language for Human-like Play Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cc70ebc-ed7f-47ed-866c-cd29c36eed9f · outbound

This paper cites Both top-move and expected accuracy generally increase with player Elo, reflecting the greater con- sistency of higher-rated play.

UniMaia: Steering Chess Policies with Language for Human-like Play Both top-move and expected accuracy generally increase with player Elo, reflecting the greater con- sistency of higher-rated play

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Unavailable: canonical work link unavailable.

Observation 1ccfdda2-c07e-4240-9ca7-6cdc9ae115d7 · outbound

This paper cites Qb3 Qc7 27.

UniMaia: Steering Chess Policies with Language for Human-like Play Qb3 Qc7 27

Reference 48

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Observation 3006f579-f011-4dcb-9863-b4d713e650c6 · outbound

This paper cites h3 Rd2 30.

UniMaia: Steering Chess Policies with Language for Human-like Play h3 Rd2 30

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Unavailable: canonical work link unavailable.

Observation 075d8567-3843-456f-b6b6-d9f62451d99a · outbound

This paper cites Rxd1 Qxd1+ 33.

UniMaia: Steering Chess Policies with Language for Human-like Play Rxd1 Qxd1+ 33

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e83263b7-da6b-4937-bd0f-8ad46590a390 · outbound

This paper cites 300+0." Playing with the white pieces was a player using the username.

UniMaia: Steering Chess Policies with Language for Human-like Play 300+0." Playing with the white pieces was a player using the username

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-29T17:47:41.044189Z

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Unavailable: canonical work link unavailable.

Pith citing papers

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