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Paper Citation Record · LEDGER

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning

As of 9 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2506.06877.

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

pith.paper-citation-record.v1
2506.06877 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:50:52.589230Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0ffd5a8-9653-4055-bf8c-fc097a49193c · outbound

This paper cites - For n = 1: (21 − 1)(31 − 1) = (2 − 1)(3 − 1) = 1 · 2 = 2 Since 2 is not a perfect square, n = 1 is not a solution.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - For n = 1: (21 − 1)(31 − 1) = (2 − 1)(3 − 1) = 1 · 2 = 2 Since 2 is not a perfect square, n = 1 is not a solution

Reference 1

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:49.721082Z digest=sha256:4b3a95faa7a83477175a2cae849bbaa859fa4974726fbc6d610ed2516b176bbd

Observation bf2401fd-78dd-4c80-af59-37c836414f9c · outbound

This paper cites Then A · B = m2.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Then A · B = m2

Reference 2

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:49.814187Z digest=sha256:1343b7603d462a3c9ffedeaa3441f9b6b2d9a32ab16b6894fca6757af9e22135

Observation d40f91b3-e126-439c-b9a1-f1761660bd8d · outbound

This paper cites DeepSeek-V3 Technical Report.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning DeepSeek-V3 Technical Report

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.397263Z digest=sha256:a43e51e3d93f9a7c5b82f448ac5654c646c6d7d2bcf74ac463f0234216d3a18e

Observation e104101e-e157-47ab-9789-edbe58235f57 · outbound

This paper cites LLM Evaluators Recognize and Favor Their Own Generations.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning LLM Evaluators Recognize and Favor Their Own Generations

Reference 4

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.513946Z digest=sha256:f5604d36307e5b8ff4705d6e482d2eded3db46f33fcad74e0da99e9982f3c336

Observation b12c2113-dbc3-4f3b-bc7e-d081fa75d0cf · outbound

This paper cites Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad

Reference 5

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source=pdf_text observed=2026-08-07T05:50:49.653031Z digest=sha256:2e236153e974e00b054ddb367b68d59e98d16f333b08a12948dbbe0cf64fe8a4

Observation 014abebb-2fdf-47f5-bc04-04ebbe0dca09 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 6

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:50.604207Z digest=sha256:febedc64dc9ba81751f72d9946d852e0f25ec50689c5067e579ec2c1dab76e94

Observation 5b9a4e03-f542-4d12-93dd-ee10dfbb1637 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-07T05:50:50.701487Z digest=sha256:61b77cdd3ed41c74da14cea89cd5d14439c886f041218110ae59559f6e520598

Observation fd780392-8395-4b35-b06a-a35cd21a1e5c · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-07T05:50:49.907490Z digest=sha256:e965fb62c360d99bedfc8814420abe27035bbfcaa4c282c12f160c437df8f4b0

Observation 07602c5b-5dc9-414b-9b3e-64a282e323ca · outbound

This paper cites Here, a + b + c = 3 and ab + bc + ca = 3, which satisfies the given condition.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Here, a + b + c = 3 and ab + bc + ca = 3, which satisfies the given condition

Reference 9

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source=pdf_text observed=2026-08-07T05:50:49.992869Z digest=sha256:0366bf32d6b1e844cbdaceae9f3399ffed8d721fc1b83c6fd1060b2ef19a24db

Observation faf7d601-2cd0-4203-b353-46b01b3735a6 · outbound

This paper cites The condition a + b + 0 = ab + 0 + 0 simplifies to a + b = ab.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning The condition a + b + 0 = ab + 0 + 0 simplifies to a + b = ab

Reference 10

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source=pdf_text observed=2026-08-07T05:50:50.054915Z digest=sha256:684db2993791e517b870d2566158bec385ccece77313932f783834b074c3132d

Observation dd6edfbc-b5f5-41fd-b906-a909b66e024a · outbound

This paper cites For instance, if we take a = 1.5, b = 1.5, and c = 0.375, the inequality still holds for k = −3+ √ 13 2.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning For instance, if we take a = 1.5, b = 1.5, and c = 0.375, the inequality still holds for k = −3+ √ 13 2

Reference 11

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source=pdf_text observed=2026-08-07T05:50:50.137795Z digest=sha256:d470f982cb12024d934320c42a5608467be4d7440faa63ee3a5c292f582ed9e5

Observation 9c4fa524-a07c-40ab-9148-de18db3cb993 · outbound

This paper cites - Place E at (3, 0) since AE = 3.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - Place E at (3, 0) since AE = 3

Reference 12

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source=pdf_text observed=2026-08-07T05:50:50.221065Z digest=sha256:cbd0811f5d126e5325f42a32aac4987cfc10e6cd1ca482e9aa622faeabb7286c

Observation a1c6314a-986e-4d59-973b-a4f141a452dc · outbound

This paper cites Let AC = x.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Let AC = x

Reference 13

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source=pdf_text observed=2026-08-07T05:50:50.301770Z digest=sha256:5e7cb6fc6f766b83b35474bda2b6e5db0444a7b18001c092a0ae659cb5cb4e11

Observation e56727e8-ec6b-4fe0-8707-2e782bb11311 · outbound

This paper cites The coordinates of D are given by: D = 5 · c_x + x · 3 5 + x , 5 · c_y + x · 0 5 + x where C = (c_x, c_y).

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning The coordinates of D are given by: D = 5 · c_x + x · 3 5 + x , 5 · c_y + x · 0 5 + x where C = (c_x, c_y)

Reference 14

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source=pdf_text observed=2026-08-07T05:50:50.387432Z digest=sha256:582b33f6599cbca3ab67f085c9e92b734eda298c4bf82902c7064b6a98e89baa

Observation 86dc26a5-da7a-43e4-941a-da904bf9c723 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-07T05:50:50.468976Z digest=sha256:a22d32929fb893f80d1603beccc70ec86b119f80de4ecc16d36b3dc1e9a1ab53

Observation f6bb27b5-430a-4f9f-9367-8bdd1176d4c9 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-07T05:50:50.543248Z digest=sha256:4f2b2bf49673e49c7bd50a98993d3f9297ca840db85c09b034368adf84b23108

Observation 55aeae37-b152-403a-9373-1abc62579bf7 · outbound

This paper cites This simplifies to 8ax + 16a + 4b ≤ 2x + 2.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning This simplifies to 8ax + 16a + 4b ≤ 2x + 2

Reference 19

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source=pdf_text observed=2026-08-07T05:50:50.784552Z digest=sha256:6e5badcea5934eff9c6cc7e5e87ede7de4c93bf7f76f2f1cc2d799d93bf7443d

Observation 289c1374-d442-4030-9cec-cbe024d6c7d7 · outbound

This paper cites This simplifies to 24ax + 144a + 12b ≥ 6x + 30.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning This simplifies to 24ax + 144a + 12b ≥ 6x + 30

Reference 20

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source=pdf_text observed=2026-08-07T05:50:50.873567Z digest=sha256:00e178f97ad8b549e55a38b6f4411f2832a561214f286770d51b92d04f428367

Observation 7d4e40ab-da9c-4bc0-9168-0d4d3059e39a · outbound

This paper cites Therefore, the function is: f (x) = 1 4 x2 − 1 2 x + 1008.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Therefore, the function is: f (x) = 1 4 x2 − 1 2 x + 1008

Reference 21

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source=pdf_text observed=2026-08-07T05:50:50.952091Z digest=sha256:ae9e806a974650fb6188209a328b24ee7c5410f028a9a11c011f4cb43da974c4

Observation 9454a065-9de6-424e-8d77-e73dee526392 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-07T05:50:51.026797Z digest=sha256:2ceaf576ebd31eb4b21d416ac46628b433c7f02b801d2337b761c05c50ef2fd3

Observation 6f242a36-863c-48e6-be22-eebf87ada026 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-07T05:50:51.147449Z digest=sha256:44d2aa7038087a77d6554a14f5626e696ffa26f835b29e6ad03240c9575fed3c

Observation d3613f5b-b374-4b9a-ae9a-c1f7bbe40792 · outbound

This paper cites These roots satisfy the sum of roots being 0 and the sum of the products of the roots taken two at a time being -10, which matches the conditions.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning These roots satisfy the sum of roots being 0 and the sum of the products of the roots taken two at a time being -10, which matches the conditions

Reference 24

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source=pdf_text observed=2026-08-07T05:50:51.281290Z digest=sha256:0f11b6d1feca15a4e6191a074f29d9888db413d15368a5717ad496f5478f2b9b

Observation fb00a21a-5873-4ac6-92ff-a9efe1bc070e · outbound

This paper cites Discriminant analysis shows that a larger m cannot be constructed.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Discriminant analysis shows that a larger m cannot be constructed

Reference 25

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source=pdf_text observed=2026-08-07T05:50:51.389827Z digest=sha256:3d0bc05b28db1252769797e339f65081977fa0e427aac8c0d4286b69a1d26093

Observation 0aa2b747-7e29-4bb0-b744-4e68cdd007a9 · outbound

This paper cites We can also verify the result by solving for the general formula of the recurrence relation.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning We can also verify the result by solving for the general formula of the recurrence relation

Reference 26

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source=pdf_text observed=2026-08-07T05:50:51.557642Z digest=sha256:e9314e63c78c044b401fd73ae5e1cd9d182d9c460e42f528df46e7a64c138a5e

Observation b6aa4ce1-474e-4615-ac2d-6529602585b9 · outbound

This paper cites The left side, sin(πx), also has a period of 2.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning The left side, sin(πx), also has a period of 2

Reference 27

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source=pdf_text observed=2026-08-07T05:50:51.670459Z digest=sha256:fab2522311f4ce58b2d4a6c241cefdda05feb131e8b525c9d6d334e98be756f7

Observation be5347b0-2237-4fb2-a614-97af45307c06 · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 28

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source=pdf_text observed=2026-08-07T05:50:51.726793Z digest=sha256:07cc3258652ec86bf738ba693c122fb001fc13c9ebc8acbf3ba01e8fb02314fc

Observation d0e9b299-f5b5-417b-8b47-358514efe451 · outbound

This paper cites Let x = 2k + t (where t ∈ [0, 2)).

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Let x = 2k + t (where t ∈ [0, 2))

Reference 29

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raw_fallback, observed 2026-08-07T05:50:54.961296Z

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source=pdf_text observed=2026-08-07T05:50:51.798806Z digest=sha256:21cdb7d96aaca63e4d25d165b3349f74b684dd753efc032603dcf6a15828edcf

Observation 4bef746c-19e8-428c-bd49-d331e936f3c1 · outbound

This paper cites Therefore, the sum of the corresponding x solutions is: (2k + t1) + (2k + t2) = 4k + (t1 + t2) = 4k + 1.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Therefore, the sum of the corresponding x solutions is: (2k + t1) + (2k + t2) = 4k + (t1 + t2) = 4k + 1

Reference 30

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raw_fallback, observed 2026-08-07T05:50:54.788106Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:51.879846Z digest=sha256:bd0d4928d65144ac72206f38903febcdedf58b380e99ee7c7dc86d79600ed7a1

Observation 1761d0af-0f83-4dd7-9127-4642b0139f21 · outbound

This paper cites — **Final Answer** 12 C.3 IMO Case Study – IMO: Inequality Manipulation Errors Problem Description: Let R>0 be the set of positive real numbers.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning — **Final Answer** 12 C.3 IMO Case Study – IMO: Inequality Manipulation Errors Problem Description: Let R>0 be the set of positive real numbers

Reference 31

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raw_fallback, observed 2026-08-07T05:50:54.584236Z

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source=pdf_text observed=2026-08-07T05:50:51.973032Z digest=sha256:5e2cc3ec1431e7cf6f235dfc4c6475614c1b60c761a68b6bd7cc3c0847c232cf

Observation 6c5d672d-aaf0-4d0e-94e9-c5340ab04cbc · outbound

This paper cites - Simplifying both sides by dividing by f (x) + f (f (x)) (which is positive), we get: x ≥ f (f (x)).

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - Simplifying both sides by dividing by f (x) + f (f (x)) (which is positive), we get: x ≥ f (f (x))

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:54.379042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.060924Z digest=sha256:b369ef61e82a8d4a7646caa64517fdfd417923a1b0a94a3683f56725b8bbfebd

Observation 694f994e-7e1b-4c85-a90a-9743c07870df · outbound

This paper cites - Simplifying both sides by dividing by f (y), we get: f (f (y)) + f (y) ≥ f (f (f (y))) + y.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - Simplifying both sides by dividing by f (y), we get: f (f (y)) + f (y) ≥ f (f (f (y))) + y

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-07T05:50:54.164443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.123167Z digest=sha256:f3c49a34a48e5cb4d05fce3120686b10e6826766f583481af0c8a8c3d554bbfb

Observation 51a5b865-8fcf-423c-b573-5ff221bd95c5 · outbound

This paper cites Combining these, we conclude: f (f (x)) = x - This shows that f is an involution, meaning f (f (x)) = x for all x >0.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Combining these, we conclude: f (f (x)) = x - This shows that f is an involution, meaning f (f (x)) = x for all x >0

Reference 34

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raw_fallback, observed 2026-08-07T05:50:53.988984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.172033Z digest=sha256:91dbc76e3e99bab9ca6276a4036c85af05ff52c11844b0ab8de35e17161d38dd

Observation d7514281-8653-48ee-97cb-f5481e65009f · outbound

This paper cites an unresolved cited work.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:50:53.828655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.221318Z digest=sha256:e5770167e2eb72e3008850ec1f60d2b0a4e2411625b541f0bdc1ed6d8ba2293c

Observation 9c273267-f51c-4c7d-9b70-3b4eb9ad90a8 · outbound

This paper cites similar contradictions arise.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning similar contradictions arise

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:53.641272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.290953Z digest=sha256:648bda829bc8e92ceb4ac9cf17041e14a5db1c4e51432abfccff146cc2638128

Observation 6668bfe9-d5a4-4214-a8d6-417590bf2b7a · outbound

This paper cites - p = k2 − 1 = (k − 1)(k + 1).

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - p = k2 − 1 = (k − 1)(k + 1)

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:53.498411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.368175Z digest=sha256:266720f50a09a25fb073900a15c576e2995e7cc369520c75e140b6fd6e83cb27

Observation 3ad56bfd-fd89-4ef7-8318-ce85c9bb3218 · outbound

This paper cites - Factoring: (k − p)(k + p) = 16.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - Factoring: (k − p)(k + p) = 16

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:53.326381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.434280Z digest=sha256:0e5c73ede3ca708a44015e201d0b9ed131668054777e918a43976a9d6ef245f4

Observation 6ece6ff5-4395-4e32-a5f5-b4d7135aa932 · outbound

This paper cites - This factors as 34 · (32 + 24) = 81 · 25 = 452.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - This factors as 34 · (32 + 24) = 81 · 25 = 452

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:53.169137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.497384Z digest=sha256:7cdbc82bb1e053cf3d7d6bb2e39440436187b9158a422413d94a9a8285f611da

Observation 8d4459b3-f778-42b8-925d-a1987daaf1ec · outbound

This paper cites - This factors as 38 · (3 + 1) = 6561 · 4 = 1622.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning - This factors as 38 · (3 + 1) = 6561 · 4 = 1622

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:50:53.038669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:50:52.589230Z digest=sha256:b01edd8178ff7267d9ce1be5f1f8e049fea8640cf68fcb501ad3aca42576e3c5

Observation 2a9535f2-ad84-43ff-aad2-9dc73c1ddeef · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T05:50:49.311179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.311179Z digest=sha256:b5dbc893c4bff4976f849cd95ef8cd52af1595b1a7e181b5525b89e89f2619b9

Observation ade5b51c-9d19-431a-80a4-3a90f6739eeb · outbound

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

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-07T05:50:49.203073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.203073Z digest=sha256:e23748468c4fe1c44709371cf9cc8edf257de90bd95b373fccadd43a8b025c02

Pith citing papers

No inbound Pith citation observations are available.