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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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:ddc88b2283349028c1a6c57cfe2f16c543771fbdb232dce3d04ac9b9a07faa14

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=sha256:8f995171f444c7136d04f42cc12626e62d84080d59b8185483fe005935fcd0a8

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=sha256:12b09227a4d6226b69e29737b536ddc3f2986ad752c3b0246c1c4340e0d64e66

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:c41163942986881f9586ebbe5f97fa4292d82fe8d32b7ae10127e89c21b4505d

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=sha256:71252a6d18bd0d87a4947428a4c374397f9ff18999217a808eb7d32f839aef41

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.208709Z digest=sha256:fcb96b295fce59aad2c736893fc1199d6c1f14c5d043dc40af2466adbebf5a4d

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:cb74ce3d69e4642353366de9f0b5f9a3a51077b794d42d079601a8529138fecd

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:bfe2f5a6fb94961474ac4ae8864b149e1ebd7e2f4e732322f0f51893ca206020

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.221787Z digest=sha256:d47fbcf4b40cf5d549d0c87b63e4473476f10d5632081ebc7fdc2dc4c55a88c9

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.225431Z digest=sha256:682946823026d891c0c055238aa0daeff7bfab9d96c8a3801f9971703b4cd6b5

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.228908Z digest=sha256:421b1c5ce974291511d9ff66ba8c2248bb52e7870c6a58294f5b3ce3d457beb3

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.235678Z digest=sha256:12f994cfbed354f954f9bbc4fe868d202ecb88d09635d3e0b447f0d2f8e0126c

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=sha256:12a3f6572067240bf224abd27fd09924042c7d559f20ea88bf8207f283cacd76

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=sha256:501d632115bb4e7fea43c7e5a0eb34296b6449ed815891b7f2b30e0db7bec377

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=sha256:027dd333d4c0c3d14b0748bc98399b2cb39b8442535c035f56a8ee4272f90096

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=sha256:1fbddd54faaefc3af2fdca4e714c2992b77290bd46474f8d3f163971d3592e6d

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:a7b809c5c5de53ea8de45fc76dd58a431abcb7faddb50bf33afe3d4b48e16665

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.259876Z digest=sha256:53352ac1980b4957d92c6e4a29ec840ea1065a14304195645bc99944096bbbb4

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.263897Z digest=sha256:abf184f3c6746bb8634d520b2409433de150b2a7726dacc6946a8a358e163ad8

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.267843Z digest=sha256:5a1f0afb1922d6430c44c1b7612fe80b5722a7f044196de10af2677a95ba09ed

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.271337Z digest=sha256:59332e21195cadfcf887547d20a295dedbb0d07a5da4bdeef4de80b008a2fb57

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

Resolution
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=sha256:677835275a6bb6b57693bc98d15ae954dfd5a6cccc14756f21fc2c14374a3f4e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.278357Z digest=sha256:1efafdd3526f277d04b4beb42709264a649d0e2db397323edc2e01d93598b129

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=sha256:20aa29c69eee401dc0e9b9a65c25f18eb6ccbf3e7b70beb39eebb614af61d18b

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:bf22bdda58c2ccceb6a39afdd0ad1f8855b71d15842865ffb7e39b3c5e582b9b

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=sha256:6cff50d6c3a64cec88d3bdfe506ee99c951abd8110bab98cb6d0d32d21236541

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T10:40:21.293783Z digest=sha256:673c643c65c689bcb3544bfa023ee14a7ef18e7f677948d2e7c865571a94e008

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:ecd491999e79c78f6461ea621a4e3ce829c711563d349fb75d174c2253c5bbcb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-18T14:24:48.666197Z digest=sha256:11dddb4d9c262bc3f20a08494e618d7f0b2d80465d048322d48278b826079f21

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=sha256:7709cb71f59aaf1d4a75f182c650172ea627d4e32c433d714237fbc01cfce12e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T17:07:06.227106Z digest=sha256:0e38016719a2410016015fae32b1f25b9bef46be8efa05b266c1e26aa1182cf0