Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T15:11:08.217318Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 10 inbound Pith citation observations for arXiv:2502.06533.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T15:11:08.217318Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:26:01.278862Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T11:41:29.623621Z
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4335a7de-95b4-4289-beb7-31d9e2830a4a · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2be403d8-dfcc-4cbe-acd2-a0877eae64d9 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cb02443b-5e7c-454d-80a1-cdaf2f15c3f6 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f5e03d1f-0a1a-4099-98da-8e6dfe7a5b76 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abae6b32-0469-4597-84ce-2779d1d152b1 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 918f833d-6546-4426-aabd-16754a3d7bdd · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Evaluating Large Language Models Trained on Code
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a65dbc7e-62ff-433b-8364-619b03875d86 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3db7b570-de64-4666-901b-8d936ac93fe0 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Training Verifiers to Solve Math Word Problems
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c368a59c-9816-4431-9826-845747dd1018 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d0b062e-1036-4c1f-b7fe-403edeb2d6d2 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Teaching Large Language Models to Reason with Reinforcement Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab25b46b-525a-4587-ac65-4057203baa0b · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fabb473f-eb47-46c3-a79e-e01d1d4da8f1 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ef6d4f98-1704-467a-a0a5-21484918da71 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f1b2ed8f-87c8-44a9-ade0-4021d5e97acd · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6086b97c-1a84-413e-a8a6-fa899a26aca7 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Lee, Kangwook Lee, and Dimitris Papailiopoulos
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 028bfb75-43f9-46a5-9400-58b7aba0a563 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4389c21f-a67e-4a21-8939-300e35901201 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92dfa1ca-53fb-45a5-93cf-af728f0d6dee · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Bartoldson, Bhavya Kailkhura, Abhinav Bhatele, Jonas Geiping, Avi Schwarzschild, and Tom Goldstein
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a0a11701-511c-4602-a25e-807baca51cc0 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 020d0dcb-a310-4071-aa29-30b33186f5fa · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 24008427-3b92-4768-b228-d42bd07c16e4 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 757c0598-cfca-444c-9323-03d517276ec4 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c9a8232f-e00c-44de-8223-7c30eedb9ef1 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Positional Description Matters for Transformers Arithmetic
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cac9a057-a2aa-416f-9395-58ec1ee3f4d2 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 55a321ac-facf-48ee-b2ac-08c9b019dc82 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24c77f65-7e3f-4ac4-acfc-a7da8bfd6b90 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 636c5415-2dd8-4bb2-a643-7afc60724c4b · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Chi, Quoc V
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 665bf2e8-fd54-4a58-9104-00a2bd0f3aaa · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0515158b-359e-4933-9066-0b29407c7474 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cde243c6-e19a-47f4-9383-71f9af953329 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Conditions for Length Generalization in Learning Reasoning Skills
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5e1c47b-f1a6-4b0f-9def-eda2b3f42635 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Hausknecht, and Karthik Narasimhan
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdf1b3b7-0ef0-4a28-98f7-d25e3ee8bb00 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning How well do Large Language Models perform in Arithmetic tasks?
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c344090-0431-4f4e-add7-abf0ab2e5722 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 18beb684-bb45-4677-b7c7-b82c595574a7 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Chain-of-Thought Reasoning is a Policy Improvement Operator
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c16742db-1a7f-40b6-9c3a-95ea4da776e1 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9c541d36-6aa4-4a9a-a160-5566293ec96d · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Fine-Tuning Language Models from Human Preferences
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfd56579-ae4d-4fdf-b3ae-cb16ce856c98 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning online" 'onlinestring :=
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 453d04b3-385b-43cc-b44c-fb4d7f650d30 · outbound
Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning write newline
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7674cb9a-22f7-4bfd-b688-55d4dd1f049a · inbound
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 44b0d37e-a9a3-4184-9cb0-6a9915ea55e8 · inbound
Discovering Algorithms with Computational Language Processing Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a1c392c-5e2c-4a08-a44c-b3dcb06b6e52 · inbound
CogniSQL-R1-Zero: Lightweight Reinforced Reasoning for Efficient SQL Generation Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1eab7712-b1b2-44ff-98fa-4910f7e8c24c · inbound
Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 376af9d9-ebde-4618-9197-5700c26f2387 · inbound
Self-Reflective Generation at Test Time Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b57fbfe-e87d-4eb8-bf7b-53889a8b50a3 · inbound
Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68e48558-ca96-4c19-b535-78a32c01ac09 · inbound
Training-Trajectory-Aware Token Selection Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 713e4f03-97af-4015-a2a7-e47620c85e4b · inbound
Embarrassingly Simple Self-Distillation Improves Code Generation Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ccb437f-a756-4f65-9150-38507645632c · inbound
AtManRL: Towards Faithful Reasoning via Differentiable Attention Saliency Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3164a8ee-072f-4e86-80d7-3c6c4139884a · inbound
HTPO: Towards Exploration-Exploitation Balanced Policy Optimization via Hierarchical Token-level Objective Control Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.