Paper Citation Record · LEDGER

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks

As of 5 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 3 inbound Pith citation observations for arXiv:2604.02795.

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

pith.paper-citation-record.v1
2604.02795 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T20:24:17.788697Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:13:30.379059Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

verified exact17
verified fuzzy5
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b521c8ba-dcb7-4408-a6fa-0941b63ed237 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.561741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation efd6b045-e849-4d57-a10e-7817195a8905 · outbound

This paper cites MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction-Following.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction-Following

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.065384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 116c81e7-532d-4382-8db7-14e1feb3cde7 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.501091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation da8cb71f-bc64-48b8-b797-6162fbe235f7 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.441069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3dc2d42a-729f-4ca8-a238-33c3927117f0 · outbound

This paper cites arXiv preprint arXiv:2602.05758 , year =.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks arXiv preprint arXiv:2602.05758 , year =

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.075391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 25bdb2c8-00b7-4b93-8ba0-400368f22a98 · outbound

This paper cites Generalizing Verifiable Instruction Following.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Generalizing Verifiable Instruction Following

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.070453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 543ccea0-9775-42e9-8521-5b3d8daa4844 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.456192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5da9ed92-d5b5-4756-a55e-af3489137d50 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.472313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 33b83f5b-2a6f-4022-a28c-4c1158cb413f · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.433284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9c288509-656d-4486-b6c7-667119ca0ed2 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.459519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5902e562-1a80-46a3-8933-7a6ca6ff587b · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.067924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d17dd4bd-3191-4b99-aa10-737033bff8dc · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.072869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8739e55a-103a-4e6f-95f4-f066dee9189e · outbound

This paper cites ResearchRubrics : A benchmark of prompts and rubrics for evaluating deep research agents.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks ResearchRubrics : A benchmark of prompts and rubrics for evaluating deep research agents

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.095980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6f2b12b8-3864-47d4-a1f7-9d783f69f61f · outbound

This paper cites Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.101220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9b45a3ec-b166-4200-b16c-1ddfe4b32318 · outbound

This paper cites A Technical Survey of Reinforcement Learning Techniques for Large Language Models.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks A Technical Survey of Reinforcement Learning Techniques for Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-07T02:18:25.553364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ba47e0c6-3827-43df-bec8-d4b2f512ed1e · outbound

This paper cites Gtpo and grpo-s: Token and sequence-level reward shaping with policy entropy.arXiv preprint arXiv:2508.04349.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Gtpo and grpo-s: Token and sequence-level reward shaping with policy entropy.arXiv preprint arXiv:2508.04349

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.093418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5fbb7ee8-8053-4a12-89bb-c521314d04ef · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.548048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1d08131e-bc68-4cac-8b13-e6311204bd50 · outbound

This paper cites Reinforcement Learning Optimization for Large-Scale Learning: An Efficient and User-Friendly Scaling Library.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Reinforcement Learning Optimization for Large-Scale Learning: An Efficient and User-Friendly Scaling Library

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.103827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bc0bd9bd-0311-4a83-a1e2-89d4130b0225 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.575694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6a2f23db-da70-419b-984e-dde9af5f0f48 · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.085645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b2e196ac-4874-4a8d-9041-65d2ceb53328 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.528007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1e448540-d245-43f0-9ef4-c6c6c14efcf5 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.555272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1dcecb14-4fe3-4540-82ce-12f68fd7f60c · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.088088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation af59cd9a-ce83-41ac-b56d-6e79232d26c3 · outbound

This paper cites Qwen3 Technical Report.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Qwen3 Technical Report

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.090783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a6683023-e0d3-4c17-b03d-4789b51f2c2c · outbound

This paper cites MulDimIF: A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks MulDimIF: A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.108897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0b867fb8-17c9-4b7e-a075-10d84f3e9ff0 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.531045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f708e30-c47d-496c-ab3b-0ca8427022cf · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.534027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c3766f5b-4f80-4a27-beec-a4fa59ca16cb · outbound

This paper cites InICML 2025 Workshop on Computer Use Agents.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks InICML 2025 Workshop on Computer Use Agents

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:43:39.521167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f0625b53-c2ce-4d28-a35f-c3e3a6a4fcba · outbound

This paper cites Replay failures as successes: Sample-efficient reinforcement learning for instruction following.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Replay failures as successes: Sample-efficient reinforcement learning for instruction following

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.077900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e283548f-166c-44cd-b6ec-712ffa72b50d · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.511969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5a1a29bc-0348-4354-bb2c-9296616cb920 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.505254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 532530bf-200d-4e2c-bcfd-caed5f9c56f3 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.508670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7a7b0f29-5a43-4fc9-a09c-ed739bb21792 · outbound

This paper cites arXiv preprint arXiv:2603.01162 , year=.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks arXiv preprint arXiv:2603.01162 , year=

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.083158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ef302106-3250-47bf-b02b-12ddd97ddcf2 · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Instruction-Following Evaluation for Large Language Models

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:28:14.106120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 70f2b176-1b0c-4f14-a4d1-3641aa04ec6e · outbound

This paper cites Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-08-04T02:23:17.018487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ba74e407-d3dd-421c-81a1-c5a96229d259 · outbound

This paper cites Instead, provide a thorough narrative that explains the ”how” and ”why” alongside the final result.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Instead, provide a thorough narrative that explains the ”how” and ”why” alongside the final result

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:43:39.516002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6e179cd3-3267-4af1-b724-f198f6e38f68 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.478231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 39b2e807-0d5f-42dc-8779-2973636beb2b · outbound

This paper cites type”: “all relevant.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks type”: “all relevant

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:43:39.487413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 224195dc-8fd9-41f9-a128-8f90b579f70a · outbound

This paper cites all irrelevant.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks all irrelevant

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:43:39.537106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1275db15-06fb-437d-be14-16125455e952 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.539993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 117917bc-b524-4502-97dd-fd11b41728c7 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.542856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a2dd613d-b273-401d-b419-ae316a4ad7c7 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.448699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d6174ad9-c59a-4584-b6f0-f93259f9f734 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.494988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 04dde211-0a9c-478e-9551-1c8fe65a64de · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.558568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 73c446d8-7499-4cb7-85a8-ccc1c45ee842 · outbound

This paper cites an unresolved cited work.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:43:39.462716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e91821cb-f40e-4675-8fe7-1df6372689b3 · outbound

This paper cites D Inter-Sample Token Group Normalization We first provide a formal definition ofInter-Sample Token Group Normalization, the baseline strategy discussed in Section 3.2.

Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks D Inter-Sample Token Group Normalization We first provide a formal definition ofInter-Sample Token Group Normalization, the baseline strategy discussed in Section 3.2

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:43:39.468702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation dd1e3b49-0c0c-49b5-bab9-e2045fd52358 · inbound

CriPO: Enhancing Rubric-based RL via Self-Distillation cites this paper.

CriPO: Enhancing Rubric-based RL via Self-Distillation Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T16:14:24.867079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66f4fb2a-9577-44f2-a66c-69b751a9f6bd · inbound

CriPO: Enhancing Rubric-based RL via Self-Distillation cites this paper.

CriPO: Enhancing Rubric-based RL via Self-Distillation Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T04:13:30.379059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a5e376-83be-4e00-9059-fc6f8fb46862 · inbound

CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization cites this paper.

CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T01:52:02.426284Z

Source-reported events for the cited work

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