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Paper Citation Record · LEDGER

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

As of 10 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 4 inbound Pith citation observations for arXiv:2506.04734.

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

pith.paper-citation-record.v1
2506.04734 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:40:21.293783Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:11:01.098018Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T00:37:30.057781Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93e5aa76-e052-4186-a6a1-016edddee5f7 · outbound

This paper cites URL: " 'urlintro :=.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design URL: " 'urlintro :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.187953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.187953Z digest=sha256:e2abd9d3d6783fb981ab9645ccf2d0c3b3456f19e9b4d78d689d5b975f56e70a

Observation 0aea2eb8-f339-43ac-968c-e8a0a1a916f7 · outbound

This paper cites write newline.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.192611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.192611Z digest=sha256:06606eb9f32d837876b76779e92b64d184b150ff6e74da3c17171224e5d9a8cd

Observation d14d2a2f-90d1-403d-bb5a-40f9aa05dff3 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.196611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.196611Z digest=sha256:83337b9c24c91fb29098a9519a110dac05e691d83283af79098cf2e5ff96c69f

Observation 1c78a2b3-d431-4ac3-be92-04259637c08b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.200568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.200568Z digest=sha256:2d0b3bc16bca8485155377bf3dde2c041af4c4b0edc23eb36276c05a38b02439

Observation e30e4af1-c5f3-404e-8b79-36ee726059e9 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.204495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.204495Z digest=sha256:3ac6fa23f357a7b61506526d4cc34c41727243edb22f4453ac6a4648e859287d

Observation 207422f9-c467-4901-808b-8d8f0e8184db · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.790106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.208709Z digest=sha256:09f0fffe24c5742e0d92c6fdc5a6f49c06bad2d9b981c16e4fd2cdd766c7ab1d

Observation c4faad56-4c78-4937-9050-740d21861537 · outbound

This paper cites Enhancing LLM Reasoning with Reward-guided Tree Search.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Enhancing LLM Reasoning with Reward-guided Tree Search

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.212589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.212589Z digest=sha256:0ece0630bcd4d6ec62e8c2ab4ec6b15b7d6fd6769b51aa8dd26749c1528f3cb7

Observation c1f460c9-1982-4271-861b-ed63d2f6509f · outbound

This paper cites Skywork Open Reasoner 1 Technical Report.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Skywork Open Reasoner 1 Technical Report

Reference 8

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unresolved
no resolver link, observed 2026-08-07T10:40:21.217181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.217181Z digest=sha256:67a5dac101bd952ea1fbf4e77e563460bff1485a57d45573a1cba9688a45984c

Observation 1e1525ba-a8af-4eb0-ac40-b220d91bcc45 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.779853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.221787Z digest=sha256:5d2bd5ff7ace5cbce077c1cbf2b17a1b50b40f865c56003d55b41086d5393c2a

Observation e4ed42d1-87b4-49b7-9fcd-838d977397fd · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Gonzalez, Hao Zhang, and Ion Stoica

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:40:21.768787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.225431Z digest=sha256:341f61bf25b9495469332b9d0b62c68a710bd44972aa1a5c80ceb5c0e2756982

Observation 633dca67-86d1-4ef5-97eb-77cf53e6763f · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.758075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.228908Z digest=sha256:9096b2b0d4e428e7d706c7fa4a4d546fc5c720e8eeb7cd017ff708020b6f4148

Observation 1ec58f89-37d7-4660-9334-cb096f461ccb · outbound

This paper cites Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:40:21.746468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.235678Z digest=sha256:b35658b15a9bc71a13cc5d4da79147067c5387df09d86ee714a78c47537433dc

Observation 56f14c46-ce4d-4ba7-9b26-36007462e44b · outbound

This paper cites s1: Simple test-time scaling.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design s1: Simple test-time scaling

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.240004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.240004Z digest=sha256:2b8aa3ef3e3f446ba4eed2aa3211d048d43234a4bd139778e956df2dc5d2da99

Observation 7091f425-e92f-4304-8bcf-5a352910d319 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.243748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.243748Z digest=sha256:6f5a1edd913dbd810ce4af6016e0496649fc373829022ac4dc82b26b6301264a

Observation 8ab3d7bd-42cd-4049-b12b-0f1653a00a03 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design HybridFlow: A Flexible and Efficient RLHF Framework

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.247516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.247516Z digest=sha256:522aede71a59868170effe1bd8f69d4124d96a1ebf67228574192fabaf0c4e1a

Observation 44b8fd6d-23aa-4b28-acf4-eefca1627315 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.252376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.252376Z digest=sha256:19f81ac9020cd5d5592dabcdda35ab558cb1f033d154c53f06891e0107d95e5c

Observation 642dcc0d-595f-4725-b5fa-f50f50091b8d · outbound

This paper cites TinyR1-32B-Preview: Boosting Accuracy with Branch-Merge Distillation.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design TinyR1-32B-Preview: Boosting Accuracy with Branch-Merge Distillation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.255991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.255991Z digest=sha256:d85b387a388a27566351ef0ad1cad9c5fb6738ca5e4e5a310dc0cab47c23cc3d

Observation 6ac74286-b239-48ad-9fde-8895fa703a9d · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.734412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.259876Z digest=sha256:29eab59959fd7a1c7b781826139d8fd2a7700c19472f85c0e99d329d2d21b439

Observation 1bd5de37-dbf8-43da-98c0-6adc45c129dc · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.722445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.263897Z digest=sha256:f38f6024adcccb7dd18936d2c7186c351a3a39bf4296ce32e1317c22a1368b57

Observation 02003795-fa89-485a-bf63-e2e735121277 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.710311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.267843Z digest=sha256:b909b2211fa69f07163a9cf4e4f8fd98269583979d53919fbf569010a8ca5d92

Observation 9905fcc8-a52a-4efb-b612-bdbe4ddc3162 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.697986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.271337Z digest=sha256:8826f0694d2c117b7693aaa4bc092621d7d8ed730e17dff2d4eb822cc5ca82eb

Observation f2f2f3e6-d44b-434b-a3f5-e9c484f7d65b · outbound

This paper cites Qwen2.5 Technical Report.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Qwen2.5 Technical Report

Reference 22

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unresolved
no resolver link, observed 2026-08-07T10:40:21.274849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.274849Z digest=sha256:f9a1bcd6a8ed2d6954ff88b346a7d6c978cc51c57d9efb0598c2ab03087d8acd

Observation 57cff396-0aa3-4d1f-9d87-6afdf77612ff · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.686616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.278357Z digest=sha256:45a59f75ce26059dcadd3cbb872dd5353f00f993d9775b9145ade53ec63dcc8d

Observation 1011a216-f9b9-44d7-82e7-e1e7517223a6 · outbound

This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.281904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.281904Z digest=sha256:5b3d43885e6b2bd288e4937cc736dd6fbe65cdbe04ec37c5fefcee1b465ea5e7

Observation 64c30dce-164b-4b48-b3a2-6a952b8e919c · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.286592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.286592Z digest=sha256:0ff34832ed60d0738fcb898d93f1a9171241b4fca02887a425a8633f6b9a2709

Observation 5e0ed99d-13c4-4369-887d-76a0cdcaeaec · outbound

This paper cites Large Language Models Are Not Robust Multiple Choice Selectors.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Large Language Models Are Not Robust Multiple Choice Selectors

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T10:40:21.290148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:21.290148Z digest=sha256:8975056818ee410870a12db95f4d5708622165ee42e07278a7bbfe8af68a1b21

Observation 4fc4e1f0-f74e-404f-b52d-36fc309ac230 · outbound

This paper cites an unresolved cited work.

Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:40:21.673753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.293783Z digest=sha256:d60567796b653f1270ce61da75cef15f54f906e6622601d221cca86987792382

Pith citing papers

Observation 44e1318f-0f0b-46b5-bb75-388e5988b042 · inbound

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM cites this paper.

Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T15:11:01.098018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:11:01.098018Z digest=sha256:51d1e9e12643b2352801eb462dbf0295690a6c1559da54aa3c37b2f5f2a066a6

Observation 5726e913-1696-49cf-b4ad-24ae9c2b52b3 · inbound

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards cites this paper.

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:26:28.425264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T14:24:48.666197Z digest=sha256:ef90fdbf3e42fb96af165732f3e9b688edb1ffd455f1a876b7cfa8d85c8564ca

Observation a2e3796e-ce42-4192-833c-d1c580d847f3 · inbound

Evaluating LLMs When They Do Not Know the Answer: Statistical Evaluation of Mathematical Reasoning via Comparative Signals cites this paper.

Evaluating LLMs When They Do Not Know the Answer: Statistical Evaluation of Mathematical Reasoning via Comparative Signals Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-03T05:16:27.825446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T05:16:27.825446Z digest=sha256:a500ed87280da9bcd933aad9cf43c51a1cc1814388328563a48a04a6554a3eeb

Observation 7dbac93f-8db4-46c9-901f-832487de192a · inbound

The Hidden Bias of Process Reward Models:PRISM for Rewarding the Right Reasoning cites this paper.

The Hidden Bias of Process Reward Models:PRISM for Rewarding the Right Reasoning Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-07-03T00:37:30.059347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T17:07:06.227106Z digest=sha256:39fbcb756ec92cdf4b8e5842c8357981b74960b29482965823cae4ba82b2d3c8