Paper Citation Record · LEDGER

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset

As of 10 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2502.01676.

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

pith.paper-citation-record.v1
2502.01676 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:29:43.439935Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy1
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dd1dad92-56d5-4453-916b-6b9c423e243d · outbound

This paper cites Toxicity in ChatGPT: Analyzing Persona-assigned Language Models.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Toxicity in ChatGPT: Analyzing Persona-assigned Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.385459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc0e11a6-af43-4027-b028-8ab755c3301f · outbound

This paper cites Mistral 7B.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Mistral 7B

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.402944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 076792d7-93df-4805-a030-1e41039c13a7 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Gemma: Open Models Based on Gemini Research and Technology

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.433366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 689f9041-e49d-4847-95c8-de27a5f38e90 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.436663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0990e204-8544-4426-beac-9ef0fda5340c · outbound

This paper cites Unveiling the Implicit Toxicity in Large Language Models.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Unveiling the Implicit Toxicity in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.439935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a419e761-decb-496e-8703-ad30b5c1054f · outbound

This paper cites In Proceedings of the 2013 conference on empirical methods in natural language processing, 1631–1642.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset In Proceedings of the 2013 conference on empirical methods in natural language processing, 1631–1642

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:29:43.571387Z

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 d6ae0d91-4c4a-48c4-b313-200fcedc6003 · outbound

This paper cites Detection of Cyberbullying Incidents on the Instagram Social Network.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Detection of Cyberbullying Incidents on the Instagram Social Network

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.394219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f855806-a3f6-4d8a-9538-7b39b014fbdf · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.426824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f9e4a2-2b64-4c8a-b312-4e82ef67ab41 · outbound

This paper cites an unresolved cited work.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Unresolved cited work

Reference 2020

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:29:43.582878Z

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 d73a47ed-590c-49ab-8e36-087710d564be · outbound

This paper cites DeToxy: A Large-Scale Multimodal Dataset for Toxicity Classification in Spoken Utterances.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset DeToxy: A Large-Scale Multimodal Dataset for Toxicity Classification in Spoken Utterances

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.389642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee29355-af61-42c0-836f-6f58f2b3ad29 · outbound

This paper cites Qwen Technical Report.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Qwen Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.380274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e6561e8-0f2d-4cb3-97ca-aede02cb943f · outbound

This paper cites Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals.

Benchmark on Peer Review Toxic Detection: A Challenging Task with a New Dataset Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T18:29:43.398431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.