Paper Citation Record · LEDGER

The Hallucination Tax of Reinforcement Finetuning

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 9 inbound Pith citation observations for arXiv:2505.13988.

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

pith.paper-citation-record.v1
2505.13988 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:44:36.534742Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

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

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:52:50.299350Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T18:57:16.598004Z

Reference resolution

52 of 52 outbound references displayed

verified exact1
verified fuzzy1
unresolved50
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee8a17e6-6a68-4f1f-a790-a77f4d267511 · outbound

This paper cites online" 'onlinestring :=.

The Hallucination Tax of Reinforcement Finetuning online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:29.905006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bd65997-4777-4fe7-9e09-495e03bcfbc3 · outbound

This paper cites write newline.

The Hallucination Tax of Reinforcement Finetuning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.081158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 995a819f-5fbc-4bb5-90c7-4cf4c8a0ac33 · outbound

This paper cites Phi-4-reasoning Technical Report.

The Hallucination Tax of Reinforcement Finetuning Phi-4-reasoning Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.194934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c6d2e74-fa0b-4a8b-bb16-c419cb0eefa0 · outbound

This paper cites HalluLens: LLM Hallucination Benchmark.

The Hallucination Tax of Reinforcement Finetuning HalluLens: LLM Hallucination Benchmark

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.304843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24326b6b-640a-4b9a-abe6-962ebb645b7e · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.416483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c1703b3-86d1-46ea-9da9-93516346b420 · outbound

This paper cites Mitigating Open-Vocabulary Caption Hallucinations.

The Hallucination Tax of Reinforcement Finetuning Mitigating Open-Vocabulary Caption Hallucinations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.575619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0c669cd-5eb0-4592-82c1-95bfa02b08bf · outbound

This paper cites Evaluating Hallucinations in Chinese Large Language Models.

The Hallucination Tax of Reinforcement Finetuning Evaluating Hallucinations in Chinese Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.675099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41939ca4-a260-4759-91f5-d40a2cfe6b20 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

The Hallucination Tax of Reinforcement Finetuning Training Verifiers to Solve Math Word Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.756069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a56fac1-4f09-493f-ad1f-d88b1ad02e51 · outbound

This paper cites Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models.

The Hallucination Tax of Reinforcement Finetuning Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.864841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71483c38-9e7a-49ef-8260-ff5294e1f711 · outbound

This paper cites Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?.

The Hallucination Tax of Reinforcement Finetuning Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:30.995190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 854c0351-2a20-4b30-92cb-d939b26418a0 · outbound

This paper cites The Llama 3 Herd of Models.

The Hallucination Tax of Reinforcement Finetuning The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.106531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce49eb88-0866-4122-8767-c1fdbd6c4c21 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

The Hallucination Tax of Reinforcement Finetuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.222493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 819102f4-c5fd-4cb0-b98d-60b315192ed4 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

The Hallucination Tax of Reinforcement Finetuning OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.355068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5f2b607-eb5a-428d-ac1d-fb36a23b78d3 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.447643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f7481b6-dca4-4af9-aaed-449f5323eaa3 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

The Hallucination Tax of Reinforcement Finetuning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.518305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84052823-48f1-4594-8298-fe0688dfcfe8 · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

The Hallucination Tax of Reinforcement Finetuning Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:31.690376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b37d6ff-c0f1-4c99-a109-81665178032f · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:43.373694Z

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.

Observation 25972b8f-464b-49e8-94e8-f8f5994bcaff · outbound

This paper cites O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?.

The Hallucination Tax of Reinforcement Finetuning O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.005515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f1ffac1-a515-450a-8696-fd8c930e9a5e · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.124833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 911ec246-e3ca-4ef7-a54b-253350311b84 · outbound

This paper cites The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models.

The Hallucination Tax of Reinforcement Finetuning The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.201925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27b411fc-cbc0-4d0d-9643-2eeee438d1af · outbound

This paper cites Treble Counterfactual VLMs: A Causal Approach to Hallucination.

The Hallucination Tax of Reinforcement Finetuning Treble Counterfactual VLMs: A Causal Approach to Hallucination

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:44:37.888022Z

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.

Observation 9418ddc7-8284-4590-81cc-d8bc205438cb · outbound

This paper cites LIMR: Less is More for RL Scaling.

The Hallucination Tax of Reinforcement Finetuning LIMR: Less is More for RL Scaling

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.385679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc76dd61-de76-4e95-b56a-b6224cd025a2 · outbound

This paper cites Let's Verify Step by Step.

The Hallucination Tax of Reinforcement Finetuning Let's Verify Step by Step

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.534874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 711946dc-cdd6-42db-a1c6-d3ed63c0ed2f · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.681966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152c4b32-31b7-4b31-b8a7-ce1516fce7a9 · outbound

This paper cites Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica.

The Hallucination Tax of Reinforcement Finetuning Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:44:43.042890Z

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.

Observation 655dcc39-5a30-44d3-ab7d-6c4fd97b7cc5 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:32.954751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10c551ec-e18d-4b78-987f-de8e7b0ceff8 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:42.634345Z

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.

Observation 2ee8666a-b3cf-42e7-b1d0-e4cff21c07ea · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:42.366454Z

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.

Observation e825bd42-c4fd-4479-9e05-a2f9c9a63638 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:33.545500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e638485-7ee6-4076-8934-97bbd59cd17a · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:41.964745Z

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.

Observation be302502-a318-4dc2-87ee-44644080a929 · outbound

This paper cites Proximal Policy Optimization Algorithms.

The Hallucination Tax of Reinforcement Finetuning Proximal Policy Optimization Algorithms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:33.782472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c226e53-6050-4b90-b6c2-edf442f7a5d1 · outbound

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

The Hallucination Tax of Reinforcement Finetuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:33.894983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16abeb0e-4769-4dee-bee0-62ab852816d5 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:34.007922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6932d08-7faf-4c4a-9d61-9ad113926933 · outbound

This paper cites Efficient Reinforcement Finetuning via Adaptive Curriculum Learning.

The Hallucination Tax of Reinforcement Finetuning Efficient Reinforcement Finetuning via Adaptive Curriculum Learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:34.170709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8527608-d5de-4952-b276-8553a0ab47df · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:34.272336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed215d06-63d0-4e1a-96ed-001d416d4174 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:41.595034Z

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.

Observation 1e62e25e-fcd5-4aa5-9bbe-597e3bacba13 · outbound

This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.

The Hallucination Tax of Reinforcement Finetuning Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:34.610778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e57963e-b949-4603-86b2-f160291ca989 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:41.284869Z

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.

Observation fdd7360a-d90f-4de7-905a-48d9044a6cfb · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

The Hallucination Tax of Reinforcement Finetuning A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:34.912984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e86e968-b904-4aa8-af69-2222fd6b1be5 · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

The Hallucination Tax of Reinforcement Finetuning AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.037495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e7e68fb-7fad-46bd-a097-8001bb4f84c5 · outbound

This paper cites Tina: Tiny Reasoning Models via LoRA.

The Hallucination Tax of Reinforcement Finetuning Tina: Tiny Reasoning Models via LoRA

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.167445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec9d1ffe-a12c-470d-9379-96f40be417bc · outbound

This paper cites Reinforcement Learning for Reasoning in Large Language Models with One Training Example.

The Hallucination Tax of Reinforcement Finetuning Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.310902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 176734b8-7600-48fd-a725-72d93dc4c722 · outbound

This paper cites Simple synthetic data reduces sycophancy in large language models.

The Hallucination Tax of Reinforcement Finetuning Simple synthetic data reduces sycophancy in large language models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.430765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aebf6e4-c24a-47e1-9f0a-9503c9f6beb1 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:40.994636Z

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.

Observation 007b1964-85c9-4886-b1c9-f9788c4ad213 · outbound

This paper cites A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce.

The Hallucination Tax of Reinforcement Finetuning A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.621729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7be9aab1-c81d-42c3-9abd-b00308dcd272 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:40.628475Z

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.

Observation 16848e90-3df9-41b2-bccf-5254ad9f571f · outbound

This paper cites Do Large Language Models Know What They Don't Know?.

The Hallucination Tax of Reinforcement Finetuning Do Large Language Models Know What They Don't Know?

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.850344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b778e018-1636-4f23-891f-dbaaaa36b509 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

The Hallucination Tax of Reinforcement Finetuning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:35.961914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a8df657-c924-449c-b6ab-22dd12a69bd1 · outbound

This paper cites an unresolved cited work.

The Hallucination Tax of Reinforcement Finetuning Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:44:40.383837Z

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.

Observation 9268f459-e4da-4b2a-901c-79f32205026e · outbound

This paper cites How Language Model Hallucinations Can Snowball.

The Hallucination Tax of Reinforcement Finetuning How Language Model Hallucinations Can Snowball

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:36.213918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f32edaa0-bd51-4cb7-81a7-533956c446c1 · outbound

This paper cites Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning.

The Hallucination Tax of Reinforcement Finetuning Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:36.354899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13000c1c-0526-4a67-bb6d-f74ffe031b72 · outbound

This paper cites Absolute Zero: Reinforced Self-play Reasoning with Zero Data.

The Hallucination Tax of Reinforcement Finetuning Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:44:36.534742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f96d3bbd-0892-49ad-9c12-ce012dde8f0d · inbound

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration cites this paper.

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration The Hallucination Tax of Reinforcement Finetuning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T10:52:50.299350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1ed60c3-31ad-4d33-8b55-7c3267e55276 · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models The Hallucination Tax of Reinforcement Finetuning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:03.113610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d18fcaa-1364-4c4f-9724-4d6f3d7debac · inbound

MoCo: A One-Stop Shop for Model Collaboration Research cites this paper.

MoCo: A One-Stop Shop for Model Collaboration Research The Hallucination Tax of Reinforcement Finetuning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:17:43.795988Z

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.

Observation 7a4542a9-ef81-404b-97c1-25a1b7813634 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models The Hallucination Tax of Reinforcement Finetuning

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:21:29.704183Z

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.

Observation 92e46cd5-8b6e-4d71-83a9-2633117e1cc6 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models The Hallucination Tax of Reinforcement Finetuning

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:11:16.560735Z

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.

Observation 1686a16f-1bbe-407e-b0bd-10c6fe6c2dc3 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models The Hallucination Tax of Reinforcement Finetuning

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-19T17:02:40.737194Z

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.

Observation d9620be2-8cc6-45fd-88ce-ff858571b6e4 · inbound

Bridging the Detection-to-Abstention Gap in Reasoning Models under Insufficient Information cites this paper.

Bridging the Detection-to-Abstention Gap in Reasoning Models under Insufficient Information The Hallucination Tax of Reinforcement Finetuning

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:43:25.821929Z

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Observation 74983e86-3310-4efc-aab7-7357ede6e45f · inbound

Scaling Participation in Modular AI Systems cites this paper.

Scaling Participation in Modular AI Systems The Hallucination Tax of Reinforcement Finetuning

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-07-02T18:57:16.599301Z

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Observation a0a77b3d-b3f9-4a9d-8d75-9ebe41e5c81a · inbound

Mechanistic Attention Guidance for Agent Memory Refinement cites this paper.

Mechanistic Attention Guidance for Agent Memory Refinement The Hallucination Tax of Reinforcement Finetuning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T17:30:40.711089Z

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