Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T19:30:15.806771Z
Paper Citation Record · LEDGER
Robust Reward Modeling via Causal Rubrics
As of 19 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 4 inbound Pith citation observations for arXiv:2506.16507.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T07:28:18.684166Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T22:47:25.429012Z
Reference resolution
50 of 50 outbound references displayed
- verified exact0
- verified fuzzy30
- unresolved19
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3125671d-fe1d-4576-8428-98e483d6b5cb · outbound
This paper cites and true is true.
Robust Reward Modeling via Causal Rubrics and true is true
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T19:30:15.853497Z
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.
Observation 2aa15a2f-1c82-4104-aed0-c14bc35f1fe2 · outbound
This paper cites gpt-4o-2024-08-06.
Robust Reward Modeling via Causal Rubrics gpt-4o-2024-08-06
Reference 2
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-06T23:42:41.246914Z
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.
Observation 430eee92-b797-4d9d-b330-4797e8f19694 · outbound
This paper cites minifying.
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:54.179094Z
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.
Observation 4426e3c6-db64-4ccf-97a6-5c775a450925 · outbound
This paper cites in the wild.
Robust Reward Modeling via Causal Rubrics in the wild
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:54.369633Z
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.
Observation 198ee4fb-9bbb-4c4e-a38c-8c1bb403d48c · outbound
This paper cites c a u s a l _ e l e m e n t s.
Robust Reward Modeling via Causal Rubrics c a u s a l _ e l e m e n t s
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:49.375173Z
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.
Observation 27f9ed2d-003d-42a0-aee9-b6287a979793 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:44.142060Z
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.
Observation 34adaf4a-c3ec-4427-9be3-3e7cc8a90713 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:53.644835Z
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.
Observation 089eca3a-74be-4f66-b273-c7f4f2c8820a · outbound
This paper cites non-contextuals.
Robust Reward Modeling via Causal Rubrics non-contextuals
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:53.266385Z
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.
Observation 40b26671-c85e-43a9-bda6-668f0817fb17 · outbound
This paper cites The pair(A, ˜A(𝑆𝑃←𝑠𝑝′)) is labeled as a tie.
Robust Reward Modeling via Causal Rubrics The pair(A, ˜A(𝑆𝑃←𝑠𝑝′)) is labeled as a tie
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:52.974843Z
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.
Observation 3d35080e-ed33-45ee-ab09-fadd59d88d04 · outbound
This paper cites spurious.
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:52.675074Z
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.
Observation a19e43ae-e788-400e-97d7-3f76c755aac7 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:52.445241Z
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.
Observation c4e509d9-cbb5-4b4b-93ad-6723de9536e6 · outbound
This paper cites off-target attributes.
Robust Reward Modeling via Causal Rubrics off-target attributes
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:52.114893Z
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.
Observation e53a7ec8-0e41-4315-8547-cacc83cd5a9a · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:51.844779Z
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.
Observation 55d7532b-9997-4b9b-8c0d-134a73cebe7f · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:51.485456Z
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.
Observation 46d219c4-e6c2-483c-8c58-03c1e4f16c2e · outbound
This paper cites ˆ𝑅= ∑︁ 𝑖 𝛼𝑖𝐶𝑖(𝑄,𝐴)+ ∑︁ 𝑗 𝛽𝑗𝑆𝑗(𝐴)+ ∑︁ 𝑖≠𝑖′ 𝛼𝑖,𝑖′𝐶𝑖(𝑄,𝐴)𝐶 𝑖′(𝑄,𝐴)+ ∑︁ 𝑗≠𝑗′ 𝛽𝑗,𝑗′𝑆𝑗(𝐴)𝑆 𝑗′(𝐴)+ ∑︁ 𝑖≠𝑗 𝛾𝑖,𝑗𝐶𝑖(𝑄,𝐴)𝑆 𝑗(𝐴).(4).
Robust Reward Modeling via Causal Rubrics ˆ𝑅= ∑︁ 𝑖 𝛼𝑖𝐶𝑖(𝑄,𝐴)+ ∑︁ 𝑗 𝛽𝑗𝑆𝑗(𝐴)+ ∑︁ 𝑖≠𝑖′ 𝛼𝑖,𝑖′𝐶𝑖(𝑄,𝐴)𝐶 𝑖′(𝑄,𝐴)+ ∑︁ 𝑗≠𝑗′ 𝛽𝑗,𝑗′𝑆𝑗(𝐴)𝑆 𝑗′(𝐴)+ ∑︁ 𝑖≠𝑗 𝛾𝑖,𝑗𝐶𝑖(𝑄,𝐴)𝑆 𝑗(𝐴).(4)
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:51.145742Z
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.
Observation 169f9d80-c64a-4c86-b2bf-3cd95fd875f9 · outbound
This paper cites 𝑅∗ = ∑︁ 𝑖 𝜃𝑖𝐶𝑖(𝑄,𝐴)+ ∑︁ 𝑖≠𝑖′ 𝜃𝑖,𝑖′𝐶𝑖(𝑄,𝐴)𝐶 𝑖′(𝑄,𝐴)(5) Here,∥𝜃∥ 0≤𝑠 << 𝑘2 and 𝜃𝑖 and 𝜃𝑖,𝑖′ variables form the vector𝜃.
Robust Reward Modeling via Causal Rubrics 𝑅∗ = ∑︁ 𝑖 𝜃𝑖𝐶𝑖(𝑄,𝐴)+ ∑︁ 𝑖≠𝑖′ 𝜃𝑖,𝑖′𝐶𝑖(𝑄,𝐴)𝐶 𝑖′(𝑄,𝐴)(5) Here,∥𝜃∥ 0≤𝑠 << 𝑘2 and 𝜃𝑖 and 𝜃𝑖,𝑖′ variables form the vector𝜃
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:50.666105Z
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.
Observation 8c4583bd-4b5b-40cd-869f-97933caa8bfa · outbound
This paper cites Consider two types of triplets, one drawn from the natural distribution of the preference training dataset 𝐷pref and the others drawn from augmented distribution𝐷aug.
Robust Reward Modeling via Causal Rubrics Consider two types of triplets, one drawn from the natural distribution of the preference training dataset 𝐷pref and the others drawn from augmented distribution𝐷aug
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:50.302766Z
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.
Observation f8c59f79-ccf2-4be3-af6b-bb572d544f5d · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:49.976995Z
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.
Observation 1574b47b-04cb-454c-ae5e-b2f920ca3f17 · outbound
This paper cites This occurs with probability1− 1/𝑘.
Robust Reward Modeling via Causal Rubrics This occurs with probability1− 1/𝑘
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:49.626468Z
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.
Observation e5c5c4ef-d194-423f-a6d8-6684b57160dd · outbound
This paper cites Ensure that the improvement is **significant but isolated** to {ATTRIBUTE} leaving the other attributes intact.
Robust Reward Modeling via Causal Rubrics Ensure that the improvement is **significant but isolated** to {ATTRIBUTE} leaving the other attributes intact
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:48.714838Z
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.
Observation 9a5f82cb-734e-499b-878c-9c862edcb826 · outbound
This paper cites Confirm that all **other attributes remain unchanged**.
Robust Reward Modeling via Causal Rubrics Confirm that all **other attributes remain unchanged**
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:48.384898Z
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.
Observation 43886a95-5db6-4205-ac51-5d76fce65ea7 · outbound
This paper cites Format your response according to the format given below and in no other format.
Robust Reward Modeling via Causal Rubrics Format your response according to the format given below and in no other format
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:48.152621Z
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.
Observation 6f41fd71-2d1a-44a1-b7b1-a763b94bf420 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:49.144036Z
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.
Observation b87d3e3b-740b-4b65-a580-0fe79f9dec5b · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:48.954753Z
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.
Observation f311977e-3590-47cc-a6c7-2c4f1168bf12 · outbound
This paper cites Ensure that the degradation is **significant but isolated** to {ATTRIBUTE} leaving the other attributes intact.
Robust Reward Modeling via Causal Rubrics Ensure that the degradation is **significant but isolated** to {ATTRIBUTE} leaving the other attributes intact
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:47.927726Z
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.
Observation ee2324b5-2756-47b8-80ae-9f10be2e1e6e · outbound
This paper cites Confirm that all **other attributes remain unchanged**.
Robust Reward Modeling via Causal Rubrics Confirm that all **other attributes remain unchanged**
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:47.677325Z
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.
Observation 8941b99d-63bf-4451-bc4f-05d865c69fb1 · outbound
This paper cites question.
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:47.528025Z
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.
Observation 389d7d23-490c-49ef-8e5c-06cbe8b029ea · outbound
This paper cites Final Response.
Robust Reward Modeling via Causal Rubrics Final Response
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:47.306626Z
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.
Observation a0a2aec3-212d-4680-baee-b072bf08758b · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:46.934969Z
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.
Observation 558ea379-055e-4f62-92ae-d24674445728 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:46.676450Z
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.
Observation 1d39bdf9-1d27-44ac-a086-68e78b17567d · outbound
This paper cites *Strictly* adhere to the provided format.
Robust Reward Modeling via Causal Rubrics *Strictly* adhere to the provided format
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:46.496557Z
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.
Observation 0e77d0f4-4082-4724-8358-ae36b1c04e72 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:47.127187Z
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.
Observation 1009e20e-54d9-4fa0-a4c3-4d3fb61e8c98 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:46.263761Z
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.
Observation a3fd2bba-5940-4155-8dc7-971afdc78aec · outbound
This paper cites 58 Robust Reward Modeling via Causal Rubrics.
Robust Reward Modeling via Causal Rubrics 58 Robust Reward Modeling via Causal Rubrics
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:45.964995Z
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.
Observation f4d8d21e-2f96-4a51-8ef5-2b71ed827d25 · outbound
This paper cites i n s t r u c t i o n.
Robust Reward Modeling via Causal Rubrics i n s t r u c t i o n
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:45.674847Z
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.
Observation 62e1b1bb-2a17-40a8-b93a-4c89a877b7af · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:45.369684Z
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.
Observation 574c83e2-c246-4b93-8a57-aa1827a4a03d · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:45.159311Z
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.
Observation 49b3f3e0-46af-495a-8a5f-83300c090c3b · outbound
This paper cites (Open-ended text response).
Robust Reward Modeling via Causal Rubrics (Open-ended text response)
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:44.980849Z
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.
Observation 132de403-a705-4d9b-840d-60d8110dad3e · outbound
This paper cites (Open-ended text response).
Robust Reward Modeling via Causal Rubrics (Open-ended text response)
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:44.682108Z
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.
Observation 8034ca0d-05e0-4a45-b2eb-99da7555c7e8 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:44.394956Z
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.
Observation 5c2bacbf-9a59-45b3-902d-6d2d9e7d71ad · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:43.897165Z
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.
Observation 4feb2511-9ec6-420c-a1b0-06aad710270e · outbound
This paper cites (Open-ended text response).
Robust Reward Modeling via Causal Rubrics (Open-ended text response)
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:43.564854Z
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.
Observation 7c6b85ee-7edf-45b2-b5a0-4f24be7c35fb · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:43.170381Z
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.
Observation ac9dccce-5de9-454d-ab6b-f3144175d347 · outbound
This paper cites (Open-ended text response).
Robust Reward Modeling via Causal Rubrics (Open-ended text response)
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:42.959999Z
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.
Observation fbfc9c11-e379-48a7-87f2-fa0525171c63 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:42.629695Z
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.
Observation b4752d92-7b23-45b2-8ac9-a56e902f704f · outbound
This paper cites (Open-ended text response).
Robust Reward Modeling via Causal Rubrics (Open-ended text response)
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:42.384851Z
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.
Observation 23c18455-6c01-4da2-b9c0-e4b435dd4a67 · outbound
This paper cites an unresolved cited work.
Robust Reward Modeling via Causal Rubrics Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T23:42:42.014892Z
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.
Observation f5f1dc63-2e81-4887-a672-b72315e8a701 · outbound
This paper cites Sure!",.
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:41.686948Z
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.
Observation 258954ae-9a93-49f8-a7d2-b03331c9c0d6 · outbound
This paper cites rewrites of rewrites.
Robust Reward Modeling via Causal Rubrics rewrites of rewrites
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T19:30:15.868744Z
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.
Observation 1ac374bf-3644-40ca-b7ec-47be54ea3fb9 · outbound
This paper cites We useGemma-2-9B-IT as the base model and sample N responses for each prompt in this set.
Robust Reward Modeling via Causal Rubrics We useGemma-2-9B-IT as the base model and sample N responses for each prompt in this set
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T23:42:53.864823Z
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.
Pith citing papers
Observation ccd0f8e9-e028-4f20-aa09-fd6987348a9c · inbound
CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics cites this paper.
CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics Robust Reward Modeling via Causal Rubrics
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:11:23.641925Z
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.
Observation b510db12-6263-4a16-87a2-521fd6c548fd · inbound
From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape cites this paper.
From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape Robust Reward Modeling via Causal Rubrics
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T22:27:25.934014Z
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.
Observation 524e326d-a963-487f-93f5-6624d9c586cf · inbound
From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape cites this paper.
From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape Robust Reward Modeling via Causal Rubrics
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T22:47:25.430363Z
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.
Observation 67a6ba51-7630-4244-91ab-c3e06fa22031 · inbound
Test-Time Scaling via Error Localization cites this paper.
Test-Time Scaling via Error Localization Robust Reward Modeling via Causal Rubrics
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T07:28:18.684166Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.