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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 8 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

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:49.721082Z digest=sha256:30acfd8ec54dfe54644cf0ae61cbea61db9c95587aa3799b6436a0c01b7a5ca1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:49.814187Z digest=sha256:2a13d35e79ed63c3e6a4fd76860e59bfa629ac612e68b07281e5790d4a4bb813

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=sha256:2414ccf4f42a604c70293f0dfa6d8dab09db1c5411d72c9102be64322e0c6efe

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:fcc5939dd676489d371e8a087273261359b035b7230002f40e641923c98c811a

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=sha256:517812d8e29c326612ae4ace41002406ad114b637d978108cc09d3e9c13921de

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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source=pdf_text observed=2026-08-07T05:50:50.604207Z digest=sha256:aee512ec9e68b2ef41d9dec2ac2b24107ec13972e030eee42e183a267e3bb781

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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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:50.701487Z digest=sha256:307848bc5f01da9bb63b57edcfd7bbb07678e168b5d4a9f118241d138ef1a78e

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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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:49.907490Z digest=sha256:0d289547a49a8b5e56d0d770c53762fcfb2f81f40d9fa3a2183a56122cd4471d

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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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:49.992869Z digest=sha256:66ad7ec0a8755ad3ecdd2b1b6a5a65889b50f799477b8357edb56b8cc62dcde1

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:faa741c73747005a8d3990a3b1cc2d2dccd65a13c66d89887cebca60669c4bf7

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:d8c162b0d6ed6ea8036e81fb4797d90304f2ae479196ade4f69085c6a245e3c9

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=sha256:273917ead90ca5d34f61c10bc23c2b4a55e19043922b4ef6b16fc3abf30cdc63

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:f0ea5dd53019c413486c658642188a4c9a0d4dd845e47cd010912e1c0e2afb26

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=sha256:509aabdf1cda702c4187fa22a505268f8628801bd7e890a8fb3135a8f4409cc8

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:e64001416505b39902ba797a33784626bf27d311287f44ed85867c55dc8c1863

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:c1c9a232b3ff0765585092b25757eacaf56ec415cd18584a068fc9a411ffab81

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=sha256:2464be5e14a7ed878c29b72db8413135d9ba0319f8e3534fea80f1b014c021fa

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:caba55cd3c8efd8b5ccd62bb3374f4402ca42bc47aad98cdcf013378128e6079

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:c3aa3f7e5968292fdc04fb0b6dac77b7f2b089935a779633eb5f108097beea86

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=sha256:8eb46ec7d327db9d9fd7ab09cc11c8b4453650054a9210fdd2c08e2e408fac78

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=sha256:503ac982a49bef875aba7ee6ce2ebcb98214df56728748f59337efb3a0917fcc

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:af88a6e03ecc3c5c61eb71167dfc8fddd9e06236460af59e1609545be751ebdb

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=sha256:2c140231b9c237d18922e940b31c0ac204c48a674cdfb9532a08614f0c174cd9

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=sha256:83b8769af96326515785eb0282f80f2605f7126a4af68c5596662bbf85c684c3

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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raw_fallback, observed 2026-08-07T05:50:55.308672Z

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source=pdf_text observed=2026-08-07T05:50:51.670459Z digest=sha256:730f82729f87be4513829321544343b532966d91674168551f53a490b7e07d15

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=sha256:2ee8a0c257a5de4bfce04e64e4da6a50f9276b2d95f65166368d11a20b6b5726

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=sha256:34ceded16a748b7e59a0ec4235b0cf050deef4cafc7b3f5aea1155f40098b03e

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:51.879846Z digest=sha256:afeca0a43bd09e6309a2cb9f954b8815db8736f62ced6e4ea41f422d363a2ef3

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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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:51.973032Z digest=sha256:a52881704b09b40d45ba7e9f49475b1090b771251a1b25d3b03ff35a8115c1f8

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.060924Z digest=sha256:db687bb3aa9ad065e8be1229c06d8e041d79e85f4b26803b04e3b53210a5b116

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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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.123167Z digest=sha256:d71a6227f6e07d780967865201cc3475237f84bb0057c6c23932d5e13b209c39

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.172033Z digest=sha256:daf49181f3c665f90b8017ea15df1aebd41139babc72c5e5876e37e81b1b541b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.221318Z digest=sha256:536de1677dcb8b88514ed5e4c668092eba44b0f7792fbeece48d106cbec865db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.290953Z digest=sha256:2be2876fed8e48b06a86833731ba206a388786db3a2bd54a82fd7b8381b4b371

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.368175Z digest=sha256:a59653fc99eecdd8fb15a775373df825de549587764327a7f5078445a787bd5b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.434280Z digest=sha256:b7af93657569c282f4d98b54538b7f10a9ed78116a439943c14c635ac4525e3d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.497384Z digest=sha256:7508966bcef760ace59287bdb7e28e13f048e4189135af8e0b5f9cdb939c03c8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:50:52.589230Z digest=sha256:993cdbf5f827cab5f8691a32d69987f34f98d9f2dd9ecd919032d2c75b5de9e7

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=sha256:8dc4688c60e24379e6e932fd25229380f2d79b8dcfcbe23845fdd8ae0b11740b

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=sha256:796c8beedacaea754c686b207b9ed90dda3c91103da4812c9853ad377c0967f4

Pith citing papers

No inbound Pith citation observations are available.