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Paper Citation Record · LEDGER

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory

As of 23 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 1 inbound Pith citation observation for arXiv:2505.10981.

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

pith.paper-citation-record.v1
2505.10981 v3

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:05:14.669901Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T06:24:28.324742Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

72 of 72 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved72
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f549dbce-c4ea-41d2-8d7d-e521c35e82a0 · outbound

This paper cites online" 'onlinestring :=.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.424305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.424305Z digest=sha256:d60900f3b5aa7828f28178f6ed9752f90062ab0899b4f642f2f9121307fa8356

Observation 2da9b1fd-a0fc-48c4-9f19-7c47322648c7 · outbound

This paper cites write newline.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.429613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.429613Z digest=sha256:fb34abf58ccc0b8c9396e785d45faa73a63dce77d0e8294c3afd41be5da214f0

Observation 3c02090d-0cbe-42b8-b054-fc0c938a5600 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.514170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.433516Z digest=sha256:a575b00ee1de477b16b66e9fedfc84d2768a2d4ae3cffa403bb1a13aa5ed0888

Observation d71ceb77-b6a5-4b3f-96de-21bdacff8b5a · outbound

This paper cites PaLM 2 Technical Report.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory PaLM 2 Technical Report

Reference 4

Resolution
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no resolver link, observed 2026-08-15T21:05:14.436851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.436851Z digest=sha256:db10dafa684ce506d0df89cdff04d4c138482fcb53973a81e717e721eef16e8d

Observation 1a460097-e3ae-4f0c-980a-0fefdd212d3a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 5

Resolution
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raw_fallback, observed 2026-08-15T21:05:15.502860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.440276Z digest=sha256:11425b842d91732f90575c94557036649f74cdb1364dd26981e0c2e031d66d0d

Observation 5d06ac0e-d521-4c46-899a-eb02a3df7dc5 · outbound

This paper cites u rgen M \.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory u rgen M \

Reference 6

Resolution
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no resolver link, observed 2026-08-15T21:05:14.443478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.443478Z digest=sha256:c05dacecfa9e5574e074a911b919e9c667e23578b51c416d2425927564840ba3

Observation 432fdc24-7d15-4613-b7f8-217d51920bb9 · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 7

Resolution
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no resolver link, observed 2026-08-15T21:05:14.446518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.446518Z digest=sha256:acf53f0ea32b764d4afeefb1f512af1e7d3e8350f3deef0f9fabe1def770bc08

Observation 395db8fa-199c-48ed-8d46-5fca9740a776 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 8

Resolution
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no resolver link, observed 2026-08-15T21:05:14.449848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.449848Z digest=sha256:300013828fc898513fe22071359c654fce256f9f28508697d3be1c9f999d8470

Observation 14d2f238-bb0d-4015-b65b-b03ae83fef21 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 9

Resolution
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raw_fallback, observed 2026-08-15T21:05:15.488049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.453095Z digest=sha256:4d6d3e24f0cb790611b1420745ec17f8c8b24efa4825a910a344143c39e08862

Observation 86e0c2d1-fdd6-4f19-829f-d1f5a064d92e · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.456283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.456283Z digest=sha256:3beab9b8b8b594b3ed4625bb9b581cac7398ef8551ae2c8aaf2e9bdfe87ec20f

Observation 7ee1a732-4609-4698-80b1-f8e04f19362a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.473517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.459828Z digest=sha256:d5a411d616fb1f2e51dfe9876117e2dfa4e29759f8c3070c785741c66641c7c6

Observation 141dcb60-0c0c-4291-97e4-c89845232f86 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 12

Resolution
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no resolver link, observed 2026-08-15T21:05:14.462902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.462902Z digest=sha256:66ac468b62b621804c9746dab83f35e5c49b299bcfcb9994791fb74628c6b61e

Observation 9607e7b5-6019-4631-9c6c-ed34013c6d42 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.467441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.467441Z digest=sha256:6819e77f682ebbb255d2943ec81d40e28e368487764ef39137e77ac33eb469ea

Observation b3c89268-6735-48b3-a85a-d10ab5c872ac · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Training Verifiers to Solve Math Word Problems

Reference 14

Resolution
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no resolver link, observed 2026-08-15T21:05:14.471077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.471077Z digest=sha256:ad326b024bd27da894396cab7cdfdec6f86290d156f66d39bc22e78e6b7f5b7f

Observation 063bb134-3eaa-415d-8a7a-9ef6710a3444 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.463715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.474318Z digest=sha256:b7fdec3005eefc55390cdba9b0f9e85e4340f624522a1c1ab8b8eda7b472657d

Observation cde78b24-9ff6-4dc5-83ea-c4644ad754bd · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.453731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.477315Z digest=sha256:a93b5b59dbea4f93a6adde58a83dd898f210b1ea12d2971073f3d1ad39b92bf4

Observation 7a3e6644-40a5-467c-8944-45cabfa7750c · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.443268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.481853Z digest=sha256:da2046ce437bb92bb711be6de4b1fa947dc1678679b5e24c0400b7eacba38ef6

Observation 642cf9c4-24d1-44a3-a4ed-21bc78d098d0 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 18

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unresolved
no resolver link, observed 2026-08-15T21:05:14.485107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.485107Z digest=sha256:db4e6fed3a3baf905796b06e081bd33d68ffcf1a4852b89d1027354d03624bd0

Observation 83984755-ab42-4b55-95d3-ba0ba13e2d96 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 19

Resolution
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raw_fallback, observed 2026-08-15T21:05:15.427144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.488747Z digest=sha256:9c55369ee96c396ff33e519520633e81df1ed28eac0e8194a09d891affc37a3e

Observation 576c8d96-2ec4-449a-ad62-2a09b2089dda · outbound

This paper cites The Llama 3 Herd of Models.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory The Llama 3 Herd of Models

Reference 20

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no resolver link, observed 2026-08-15T21:05:14.492360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.492360Z digest=sha256:4c61edd1a596f7a4ef985a23386dd33858338ff143240759f05cdd2a0bebe5b8

Observation d2432c99-9c56-4d86-ac64-89d67f6c1462 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-15T21:05:14.495537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.495537Z digest=sha256:e9ee3f97fbd2175376bf6f1b6981e113e7b1190c1304881cc8f34e4b513feec3

Observation ccb93332-a62c-4714-be99-d3e5cf3d3fdb · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.409575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.499723Z digest=sha256:639c6b7854279e072a9d377ee1f09bc0d1ed0929f933abc1ed99d09bc2540598

Observation 90c6140d-7e91-49bf-9ef3-d95001c7d979 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 23

Resolution
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raw_fallback, observed 2026-08-15T21:05:15.399739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.503459Z digest=sha256:aa4dcadd26e6dee1ff68466f42c17b73e76e599af0c4db1f35c094daa892036d

Observation f37bdf40-7301-4406-ba3f-231276f7f758 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 24

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raw_fallback, observed 2026-08-15T21:05:15.390042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.507347Z digest=sha256:82b3d98a436866c1e1f32c275bb521a3820c2c46cee760794507a7eca68c5c5b

Observation c454ce7e-ab66-42cb-9cc8-17b8a1816f45 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 25

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no resolver link, observed 2026-08-15T21:05:14.511449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.511449Z digest=sha256:b18a5bb028376b26faa5d6752a8216b1a235a115f4e8b34f7395bdcf49ef145c

Observation e6ec39d1-3947-47e6-984a-aa21038849bd · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-15T21:05:14.515750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.515750Z digest=sha256:88308bbb0198c646874a9c867abc61739c2218a05b36314059ab6cc3345fae3b

Observation d90807e8-8047-4bdc-af7f-be67b80288db · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 27

Resolution
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no resolver link, observed 2026-08-15T21:05:14.518915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.518915Z digest=sha256:97f8477e570ae41e6e46d593dd9f42a83fc79ae3096544389f18acd82e4a9dc5

Observation a2cd7b7e-fbfb-4f3f-915d-82a42d372957 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.366110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.522214Z digest=sha256:7b71049aab9f454840b1889233d6d9ded9becb09825cdd3c85bcd58ec0f1d81f

Observation 3fe54956-d209-44aa-891e-613f24256545 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.525808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.525808Z digest=sha256:779edb100fafbddba863f0e2ea40adb4a6aa8ffe156a578afbcbb7564006f3bf

Observation 4519a5b0-b272-4104-b1e8-7780a7049aa2 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.348273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.529206Z digest=sha256:cc4723477bb06b0d0cbd61e0fb5f95bcd6d0c92d5ceecca0aff695af0598efa8

Observation 8d9b89e9-9a63-449f-8f6c-5fc4e8569089 · outbound

This paper cites A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.532213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.532213Z digest=sha256:761c21a08e71d62bb6b9846b52b3602d621414bcc78c2b9a959ef263ee02c3ad

Observation 3be67e95-460c-4663-966d-4a22cb1b2dc3 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.335764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.535179Z digest=sha256:9fe1ca92463d9906666674323441fad3cdb703f9d9cae9572c3756a540c4b3cd

Observation c421823e-e439-478e-ae50-ada1090be08a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.323969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.538199Z digest=sha256:ed7c032a3c7dd1a1b5a458e9c96f3e61d0fb2a8c5f8f8d6af057a22427a2b5f7

Observation 6ecb67f7-4ed4-4a9f-91a2-ce18ada00fbe · outbound

This paper cites Scaling Laws for Neural Language Models.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Scaling Laws for Neural Language Models

Reference 34

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unresolved
no resolver link, observed 2026-08-15T21:05:14.541425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.541425Z digest=sha256:a38c49941c8d5b4d5c640c025e93295e0da641208f58de29682330dba9cce6aa

Observation 6599a02e-4786-49b5-854d-e4b13baa80b7 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.312661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.545064Z digest=sha256:872c563341a067e9e6f9ba814bdceafbc9c348f7bd37553c7a2959c13e469468

Observation ae20a347-ebb8-4cdc-a6f1-fc580584a336 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.301763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.548647Z digest=sha256:b1cc83a3da8bbcc3f284ae06489f59f1862d1041186c4bab33a7aee33453b3e4

Observation d618f292-9e17-447d-9692-fdc55fedaae6 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.290164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.551626Z digest=sha256:8f084fabe70cf739e813bdaf8a9ba79ab985034385685704c99332a17e58a965

Observation 63d006e1-1d39-4fb5-b0b4-2e067eeedcff · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.555132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.555132Z digest=sha256:87c706ddcbf9220ad166ed47f135e6177c9e72a75ff72aac9cb072ad97cc1e5f

Observation 978579fb-2fad-4c34-9c2d-dd97bcd02662 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.274483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.558326Z digest=sha256:dcd85799ff5ffbd92ab6f6e483111e2043c99b8773791ec1dc44a947053ccca7

Observation b3f98653-085c-41d6-bbdb-22e45b7a82d1 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.263696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.561191Z digest=sha256:c1bf070498f50d605493d2563525400cb49599a76e3bd4c3979ba5a3ce732a6f

Observation f6b040ac-e022-4811-98bc-78c92514297a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.564079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.564079Z digest=sha256:a15fca3aab6479493f597e95abe6bb5e2e783aa7a17a329b067977385b61ef0e

Observation a6c26668-bcdd-41a7-bc5d-fdd8ccf2b659 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.568105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.568105Z digest=sha256:bb22f0c4eaa9e73437a5e837efd6656fafae58cdcff347c6b3daa4e36211a254

Observation bc8eaabb-41e9-4f5c-8ad9-f2c010678ab8 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.240263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.571504Z digest=sha256:2479fe48eebcfa360faeaaa39ba9fd30455cb3f1d3cbf09e12f5a6f145b80894

Observation 9e3a5b2b-4d07-4d62-b5df-4b718187280a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.229742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.574465Z digest=sha256:20ff260debfef11d3c5cc23e4fc273b07535cac43558e138be93584815176c55

Observation 94c4b66a-6726-4b10-a633-c4f96eb68f3b · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.219728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.577399Z digest=sha256:dcf61434bb7ea93eef7ac5222540fe955e709c37ef961a1fe93afdc2f101861a

Observation 23094711-196a-4317-a45f-12c421baa17a · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.209445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.580611Z digest=sha256:fc4eae4555f0b53152a56dde23d060beb72c42616dc4c32dc312ddba39ab2636

Observation 465645f0-8182-4022-8f37-c82f55b4225d · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.198583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.583413Z digest=sha256:fd4d68837bfe492a255c42d5d496f5f2f415cb22e8c263a16bab2093959f23b7

Observation 4157de99-326a-46ea-9651-430ad20e6767 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.187761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.586278Z digest=sha256:4cbba2ec576b2e4d90e6084c5f3c7ae2e1d1efbdba04d901dcab251d8a2821c3

Observation 364b8703-0022-451d-876e-94c3c96c0623 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.589901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.589901Z digest=sha256:d3375939643c9fa2b145434db32615d64fc39468f59f74d439e42a73992b8410

Observation 70500c04-734f-45ad-b7f1-25a1d786c1f2 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.593320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.593320Z digest=sha256:11aab9a19a638ab47dba608eea2b318a4293e0f07f2865d7c06f5ff02c5ea4c2

Observation 50a3dda1-589d-42a3-92cb-c6d171686c84 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.163759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.596295Z digest=sha256:5932085bf192b451a9525b36fa19b5a77542e5787f80a8cd37ca34e8f0413e78

Observation 92a760e6-d1bb-4e01-b435-92c341a86d67 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.152224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.599627Z digest=sha256:20df15adca06dbd75b3e701ddb360ddcbb036a320ceee2db24dcf3904f102107

Observation 03bbec9a-ff8f-458c-ab89-83d2c71560c5 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.140742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.602752Z digest=sha256:cfcaacb7e16052e83f3a5675085323945bac7c8cd5127f58ed2f0f0201245d89

Observation 008476eb-5a14-4d9e-82b6-0104525999ed · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.606352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.606352Z digest=sha256:3e6a3a921598db3eb1a598ad2f3b990f85997e625611ef740c8210469f017412

Observation bf1f4bea-8cb1-40d5-9e4b-660511e834b3 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.610597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.610597Z digest=sha256:14fe30774c5d3346fe56784c6fda1a87a3a9be0f12680cd9b8e886baecf45830

Observation d862c5bd-1b37-45fa-a20a-7a1f956c6b11 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.129664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.614102Z digest=sha256:f4939057573167a44c795b33f763580725d60b52033be31d2a547bdd36f88f52

Observation 5ed7978d-4107-4777-bb9b-050580cf732d · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.618096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.618096Z digest=sha256:1d655ca111dd1164126f4a520f58d26ea87ca47ddf8cd9076fd38eab817eee44

Observation c8d555db-97a9-47df-85be-2db13674a06c · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.621881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.621881Z digest=sha256:241600edb3fd01fbb517ac4da95fb1360d0e08c538dfc16654fb38da696767bf

Observation 44b67ea9-3727-46d2-acb1-d7441887150e · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.105095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.625676Z digest=sha256:ce39d3941a8fbff1f5418f0ebbfcc88d320aec7f7a0841703aee800ab6065289

Observation a825ab03-f34e-48a3-bb42-0885ac6f8d4a · outbound

This paper cites Qwen2.5 Technical Report.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Qwen2.5 Technical Report

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.629717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.629717Z digest=sha256:961c01a63eba4dce49f43c5386c8f26ec650e3a48e94a30e84107275f57352d5

Observation 318fa095-df4f-4169-8433-5c3f18bbb5e3 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.095265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.632639Z digest=sha256:f190c49792ea638a8b0a8f98137489325c592f5b94e27d5bfa680c6070f83c38

Observation 97421e35-ccc5-4faf-a734-ad5e2eef21ad · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.635824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.635824Z digest=sha256:56c6e3aafb11ba44fb13d8f8ba59bdb941c688fe0b34ed56852dd2cad34f16a0

Observation 4b110b48-5966-44d0-826c-17fd80d88448 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.085001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.639412Z digest=sha256:aac6bc3cdad6a97beabb2cd821c0250bdd401d5c4fdba26b3804d230eca0183a

Observation a2380d39-2711-4e73-83ab-abf983bacf50 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.075079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.642786Z digest=sha256:b608dbb262b2265ec10d06c8c7bd09eb3e1b37a61087c0799ef5dc653544d396

Observation 9b126023-f354-4b3c-89b1-ffb7c5bc29c3 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.062503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.645824Z digest=sha256:9be8863b46d0ccc0377edecd6110694c9b0ef6775da42faf24361e73cf04b94f

Observation 14989bd9-3489-4c18-ad13-e3baa57c26a4 · outbound

This paper cites Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.648766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.648766Z digest=sha256:e7f3ae60faa428c74f883b55354ac77e5990791e8e39aa5a1f2bae8223f36c88

Observation abf80d04-6a83-41e2-9d5c-0b6f38c20360 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.051207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.651948Z digest=sha256:f133dddfa0b6f46b2d6397af8433c686369a0d03230858d3b87655aba3b127c0

Observation 9da35f32-e6c8-4b67-a6f4-5b2caf9b47f5 · outbound

This paper cites Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.655622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.655622Z digest=sha256:f703eac0a66c5f2ab7bc6934c85b7428bd0210a3b797c05013a30f01123c5462

Observation 66170e96-e819-4fd0-97f5-bb91129d28de · outbound

This paper cites Scaling LLM Inference with Optimized Sample Compute Allocation.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Scaling LLM Inference with Optimized Sample Compute Allocation

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-15T21:05:14.659511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:05:14.659511Z digest=sha256:0fa6231f03bfa60573eaa9a9946a834aa63d9b32ba95e4d8957066b4ff4d41d6

Observation 17935636-e31d-433d-af0b-a4b9be9216a6 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.039531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.662839Z digest=sha256:2a0294feebbf53f77b6cf5c56811dc1ccdf318aadb7045f70af2a53ba391fa23

Observation 32dc75a1-de67-4da3-9cbb-004c7537ad4f · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.027249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.666361Z digest=sha256:56f322c06b288a0a67554b26c734d5bb7de763205200d9897574f06d9092e65a

Observation 98bcca42-ace9-4f3a-8b33-db9c593dfaf6 · outbound

This paper cites an unresolved cited work.

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:15.016076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-15T21:05:14.669901Z digest=sha256:1e1ad9b6cdf9af6f446a30395e24501efd9feec349d823a68cd48d38f4d46efe

Pith citing papers

Observation 2d690a40-c96d-402f-a155-3180290068c3 · inbound

Visual Access Boundaries in Vision-Language Model Reasoning cites this paper.

Visual Access Boundaries in Vision-Language Model Reasoning Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T06:24:28.324742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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