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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 18 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 2026-08-18T06:34:40.430872+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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raw_fallback, observed 2026-08-07T05:50:58.815811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:49.721082Z digest=sha256:92d6f6cae57dcb3ae43ecaa003d1adf780d6cb6f70f23bbd2d40e55c62810ad8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:49.814187Z digest=sha256:fc9b262d06e8e3cd3046018108814c2e7cd1d39dda19572e84700d7121f973d0

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.397263Z digest=sha256:610741600ffaee39782e9e8b2ed6cc33dc827418e8ffb9ab64b75590ac012718

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.513946Z digest=sha256:0f53329284970f84748a52dde27f8b0b47a99dc157a2a5376878bce7f5f51477

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:50:49.653031Z digest=sha256:4997f513a738274b6ef4f8559146e398d9c4546689607f52cb24085cb9358793

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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unresolved
raw_fallback, observed 2026-08-07T05:50:57.716737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:50.604207Z digest=sha256:8fcdb91dec88fdac32c8bb745361590bf0c2d0481d5f637b0a70400f0dfbe541

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:50.701487Z digest=sha256:7bc801c68d64a672b57119858ba9237f2f595728bce3481bcb58b75f29176586

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:49.907490Z digest=sha256:05f99e8f70d8d355feab0a1fa5b6b1686a8eb3d42b3014b59d970b410e68ef72

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-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:49.992869Z digest=sha256:3bd4a98307d30f58e8d338d0b7c495c125be8c71db8c6b2236bf0df2ea5a8178

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:f6b4d37dc697b9c563689a05ebb675514bc992ea58d10fc1cae6a5a4549d387b

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:fe629a9c6cdd27438024033b74be44e0e8a017ac867498bc034a14fc0b88b9b7

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:dd74b2fd91ebb8ad1df7ebb5a0c217351872370c93d8ae80b5c7e650c0b8524e

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=sha256:2672cce040885192187351c134b4adae42757e87f380520d93a04b2c1bdd59f5

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=sha256:9f8eb08e604377d1c3e77699a95bd5ba5c197ec7ee5470d51792ff89fc84acfb

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=sha256:2da3adfafb7531aae0a3af789c5712443ff28c2fa09191024d57ec3215883648

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=sha256:019f68a273c2fb4bd90a086b281bd16cf64bfeba6922f61f3e465593a19c1b48

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=sha256:4a17df6d71f1724ea708218aef3103fd6ccb2ed964d23a8e13f81d60bc641d3a

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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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:50.873567Z digest=sha256:3c0253702d63c50a81f6183bc599865bd93a2b5edb8551710ff7d5d15303716b

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=sha256:5f2a7a1fd999e56147487a4a854778ead8cf6fc5fd12cd550434473c2cb57133

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=sha256:534a555aabdc7bf357c68f7834aa4083d08c94aa1e4e6d3d36fa6009f305676f

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=sha256:4ddeb99f02fc751cda2beca73d813a8b8db8abd4267b5019fd337711b415a587

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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raw_fallback, observed 2026-08-07T05:50:55.841160Z

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source=pdf_text observed=2026-08-07T05:50:51.281290Z digest=sha256:ad9cfe70b406a15cb75e07cb3f156452ac0aaeea3168eed2c6cd5a14196c410a

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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raw_fallback, observed 2026-08-07T05:50:55.633729Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.389827Z digest=sha256:b15652558ef3feeea564f83340811df6ac5a0d05ab5fab3064dc05410a1ebbd1

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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raw_fallback, observed 2026-08-07T05:50:55.453832Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.557642Z digest=sha256:138a2cd1832c31db2e7b0e2e5ccedc3046a2a19cfd7ce20ddae2cb2ec0bc164f

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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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.670459Z digest=sha256:2a50d25237f3ccb0a624a75efbea5861c8a089e10b31d85247eb56c2ac78695f

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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unresolved
raw_fallback, observed 2026-08-07T05:50:55.138238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.726793Z digest=sha256:4ff35543d7bce81fe5378ac41214124c376ae4cb019b57f02f979464922286ac

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.798806Z digest=sha256:eacfd62b52f1204848557975b64bcc083fb41151564362a68fc4916e947b96aa

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.879846Z digest=sha256:cf1dc4a86018d4fa6bb568e5e04a071e74eca250935a60b9a3ef313112187fa7

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:51.973032Z digest=sha256:eae0ff59068fc4f85139d69c8dc4e98e0c101dac0dde0ace07f88c1c8a1de4f6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.060924Z digest=sha256:68fbf94642dba85eeefcc15ff7217713205db1b1688f773bb4da0ee55e510843

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.123167Z digest=sha256:90914172a22d1da464f8114afc8ef984d05845ad7eeb632312a4c1665d9cdc29

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.172033Z digest=sha256:99d3e8e873c4f0bb3e208d2ef53224e19187ab0e3f660f10b48c6bcf31c8d36b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.221318Z digest=sha256:7de76d0c425de0130084be4eb046cd2425504341448a9ebfc6c94120c03930b7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.290953Z digest=sha256:338363125de5dae5bae1fa77a778fbcd2f649f7aa6a701f55097e73490313db4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.368175Z digest=sha256:ea897f5f603746483546b02e4f52d9667a5fc018eaf430ddf22360fe9520465e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.434280Z digest=sha256:5cfcd568b370f19b13d46baab1ad569a550e4972370d955b748580c9e8d5ca5d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.497384Z digest=sha256:2716ebc6992a3e1a0c570dba76029b9868190c129f73ec3af34695181f8ccc99

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:50:52.589230Z digest=sha256:170b734d4d67c90ff467d3a51fb3fa709c9397232b1245378b5c23789b62b574

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:aabe3889e27aca808e8a51549988613e7257c8cba3df4db74c561e6307decd38

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=sha256:9ddeb86090da6e66fd0f567f454d0d4086f973222c7743e451b424db35189222

Pith citing papers

No inbound Pith citation observations are available.