Paper Citation Record · LEDGER

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization

As of 16 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.01050.

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

pith.paper-citation-record.v1
2507.01050 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:56:29.721724Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a9f75e53-912c-4770-8164-6d6dff8fdded · outbound

This paper cites online" 'onlinestring :=.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.640538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d10dbc35-ed2c-44b6-8f56-9990114bc930 · outbound

This paper cites write newline.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.645106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65bf2467-99ba-4c9a-ad54-feab50861071 · outbound

This paper cites Rethinking Reflection in Pre-Training.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Rethinking Reflection in Pre-Training

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.648940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a734b5f-1ada-47bf-8f9a-8781001a36f0 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:30.009998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 47088dc8-a4ea-4991-9f0d-d93c8bb5403e · outbound

This paper cites chinese virus.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization chinese virus

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:56:29.998122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bb2a8a9a-647e-4476-a39d-b996cdba9b89 · outbound

This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.660909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a08606-ef86-47d4-bb57-8394c0203cf8 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.987066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2da47ff5-c5df-4358-aeff-89d52fa814b2 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.976281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3fd38eb6-35d2-4b68-9267-e57a37a522b2 · outbound

This paper cites Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.671316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf09e9a-609f-4f37-b0ee-4d42b13c6fdc · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.674864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fae0c11-3795-4f3e-bee4-a06f55c053e2 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.965269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dbd6b09d-f392-4c16-ab41-e297d041f622 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.954156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e985776f-1e94-47fa-bda4-764dd602b2d0 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.943088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d5bedc10-4b9d-4d51-b6e9-259274c27ae8 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.932588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation aa7dbda9-903b-4317-b503-5df4cadf668e · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.922424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9d8f3046-9bca-4ad5-a130-cea9729549b2 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.912180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2bfb1ad4-07a3-4440-9db2-374fa6620f94 · outbound

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

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.697891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c84956f-0d50-4bfd-891d-614c992ae5e5 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.902017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 89ed9b75-b7cf-49da-a5cb-a3de1df776f0 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.704461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bde0123-256c-41cb-956b-9804a1058379 · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:56:29.884162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 61081433-732e-4ffb-9798-4516d2123f7f · outbound

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

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.711676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2431755a-28d5-499a-869b-b179ee18eca6 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.714891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 916791e5-f8ef-4528-8331-8635cbdf016b · outbound

This paper cites an unresolved cited work.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.718406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec37b176-5e4a-4336-83bc-40598acfdf3b · outbound

This paper cites Enhancing LLM-based Hatred and Toxicity Detection with Meta-Toxic Knowledge Graph.

Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization Enhancing LLM-based Hatred and Toxicity Detection with Meta-Toxic Knowledge Graph

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T18:56:29.721724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.