Paper Citation Record · LEDGER

FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2311.18580.

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

pith.paper-citation-record.v1
2311.18580 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:21.975620Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T18:46:07.376293Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 80c8f464-bf6b-422e-9c00-31963e773fe9 · inbound

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs cites this paper.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:21.975620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50081d6-ece3-4f50-84f9-57b8b880f014 · inbound

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs cites this paper.

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T10:17:26.661091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10435c6c-a17d-4409-9d63-6408f817ac91 · inbound

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM cites this paper.

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-05T23:13:04.152649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b0f855-f921-479a-8ab5-609b2f12b36a · inbound

Optimal Transport for LLM Reward Modeling from Noisy Preference cites this paper.

Optimal Transport for LLM Reward Modeling from Noisy Preference FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Reference 242

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:46:07.382902Z

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.