Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:57:34.140767Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2506.18341.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:57:34.140767Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
67 of 67 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 195e894c-9cf8-4928-b7a5-23c718bb4a0b · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 038452d3-eb32-431d-8531-67c19488beea · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Yangzhen Wu, Zhiqing Sun, Shanda Li, Sean Welleck, and Yiming Yang
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c01206f9-d265-4f45-b206-5c7233ef542f · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 例如, 81 是 13- 美丽的 ……
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4cbf6fc3-c46d-481e-b262-bd555cb60db4 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So m=2n +1
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9b8bfd29-38bd-48e1-bf2f-e50db6f9a7dd · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So the key is that (k^2 - k) must be divisible by (b - 1), and the result d1 must be a valid digit in base b
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 05fc8127-d709-4064-9a5f-fac78926bd11 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a1aa3bc4-2af2-4671-8ca8-8a02512354d3 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Therefore, combining these, for each k from ceil(sqrt(b)) to b - 1, we need: (k^2 - k) is divisible by (b - 1) and k^2 - k >= b - 1
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f8cf4186-ac6b-4472-b977-24e3b109716c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c5c712a-a78b-4210-8588-8e47a92674b2 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Therefore, for each k from ceil(sqrt(b)) to b -1, check these two conditions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cc685f3f-b578-42ca-b37b-eb41411aca96 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 248f1929-41c1-4421-8e9b-2e98397c1c3c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Wait, we need k ≡ 0 mod4 and k ≡ 1 mod3
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5a1d1401-faa6-4779-a49a-992fd4cbb7e1 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 50331e26-3cb5-4364-b4a0-d63b1b128d5c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 69523316-5a0a-4ced-86ff-ae9e6f855a54 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8bfa344a-bd04-4246-a7a1-c37b6fbb8d4c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d2d0c5fe-2ae2-42f1-a16e-9871ffebb8fc · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Therefore, solutions are k ≡ 0,1,7,8 mod14
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 502f8ee2-9643-4803-b360-31f7cfb63b38 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 70926f27-5375-4ded-9994-39a37093d777 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs k ≡ 1 mod7 and k ≡ 0 mod3
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b41dc687-65d3-48ce-8ea7-b20203835284 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So 3m +1=7n
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fbcbe4c1-7583-4f2c-b7f0-16357c309bad · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Therefore, solutions are k ≡ 0,1,7,15 mod21
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 00721c18-697c-400d-bea0-eae593200bec · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等, 0 mod 4 和 0 mod 5 的解是 k ≡ 0 mod 20 。
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bd5e795a-e571-4d5b-ae69-e591a764ed5a · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k=4m=5n +1
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 008f4b57-edd4-41a8-9c52-cdd31245c2a6 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs k=4m +1=5n
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 838a2172-aa09-4873-9398-8c10a3e105d6 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs k ≡ 1 mod4 and k ≡ 1 mod5 =>k ≡ 1 mod20
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 055e9d3f-de5e-4f56-ab25-d776f90fa916 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c06f8c2f-c246-490d-8dff-e1ac39d16ded · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 3m ≡ 1 mod5
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 248a8d6a-467b-4fdb-ac39-68cdddd43033 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 3m +1 ≡ 0 mod5 =>3m ≡ -1 ≡ 4 mod5
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0cdc4d25-71ca-49ef-bcc3-34b817290074 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Thus, solutions are k ≡ 0,1,6,10 mod15
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 946103fe-182d-46c4-b986-4e9dd44c92b5 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d10f36c0-c4e3-497a-b2e9-f72c8efa4cec · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 40218d17-086c-453a-aeac-844e092887b7 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8fd1eba1-e5f9-4ad9-b067-8e51b3d23da1 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 20 / 35 Thus, solutions are k ≡ 0,1,3,4 mod6
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f3091989-5d62-4397-95ad-871974525e4d · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So k=0 mod210
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 188b4cd6-d787-420b-b5a3-dd6e69083ba4 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So k=30m ≡ 1 mod7
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a6d21dfc-aa6c-4226-b12b-dd7dd41f7e20 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 03cbc1fe-8171-4fec-869e-c18f46703847 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 19764299-d285-48e4-a408-491f5cac0ca0 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等,也许我们可以枚举所有可能的组合: For each prime factor, choose k ≡ 0 or1 modp
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8762ffad-f31e-4643-82f4-c73416412d36 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs k=0 (excluded)
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1decb30d-4a58-4506-a573-2bc5eb116772 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs k=1 (excluded, <15)
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 344ceb91-c951-4f68-80c3-8d79b8c6667a · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Similarly, compute others
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5b98493c-2e18-4a9b-a62b-f6cb15ec0c4f · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等, 120 。 Similarly, other combinations will result in numbers like36, etc
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 37d6be25-e869-4962-8d1c-0af4ba31a8d1 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation af1a836f-e8c5-453a-baad-16a487d624ae · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k=6m ≡ 1 mod5 =>6m ≡ 1 mod5 =>m ≡ 1 mod5
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a848f3e1-0c25-44b2-b497-f4c4e94f2432 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k=10m ≡ 1 mod3 =>10m ≡ 1 mod3 =>m ≡ 1 mod3
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dd15de78-c531-43de-b694-a900137b5b7e · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod3,5 and ≡ 0 mod2
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b765e486-ce68-4999-a3bf-954cccea279c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod2,5 and ≡ 0 mod3
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2d9820ea-b66c-4ca1-b381-d621e5726295 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 0 mod5 and ≡ 1 mod6
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5ed6446e-4ce4-441f-a261-9102f7ce9eec · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Thus, the8 solutions mod30 are0,6,10,15,16,21,25,30
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9841f53d-ab96-43b5-8712-3048158163aa · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation efa3fa40-43cd-421b-b0af-53dc1057de83 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等,这样会得到以下 8 种组合: For each prime, choose 0 or1: 0,0,0:0 mod42.● 等等,这会引发⼀些疑惑。我们来枚举所有组合吧:
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e15e20bf-b71b-46d9-b9a8-19a6894b08ca · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等,这⾥可能需要同时满⾜以下条件: k mod 2 = 0 , k mod 3 = 0 , k mod 7 = 0 。因此, k ≡ 0 mod 42 。
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 311bcd3b-dc54-403f-a06e-f3db97069bc3 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k=6m ≡ 1 mod7
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 34738ff1-3585-4272-bea6-36359957a23c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs So k ≡ 0 mod14
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 316f606e-9229-4c92-b8fe-f551985ea46c · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod3,1 mod7, and0 mod2
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e263fa6f-6250-4857-9a6c-f3476f137703 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Similarly, impossible
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d6e9bc17-688a-4dc2-b48d-86b454ff1a56 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod2,0 mod3,1 mod7
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3a28628f-651a-44f3-9c83-232aac8af86e · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod2,1 mod3,0 mod7
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 82a0445f-cd64-49dd-8a03-309e2183de3a · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Solve k ≡ 1 mod2,1 mod3,1 mod7
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 596f93fa-4933-4441-b29f-1d9ad4777ada · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 等等,第四种组合是⽆效的。
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a7d10471-0e5f-4e05-906f-ada0d3640dd5 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 6.15 mod42
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8909d207-ea1f-41fd-b8ba-80b495878b51 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs 2.1 mod210
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 85ff7e1e-a02e-4a65-af69-1bb92b30f8fb · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5f5cb941-c5d7-4d7f-84cb-c5046c7fae91 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Key steps:
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 13e7f42c-317d-46f7-befb-f535bb6b9c89 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs Unresolved cited work
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 92150efe-b075-4a44-a279-3ab8943895ae · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs This translates to the condition that \( (k^2 - k) \) is divisible by \( (b - 1) \)
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 451a9eb7-57db-44d8-bfbc-28c0b2d9d3db · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs AdaMCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Multilingual Chain-of-Thought
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 599a168f-a068-4c6c-a4ea-40bd99d1e5f8 · outbound
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.