Paper Citation Record · LEDGER

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 41 inbound Pith citation observations for arXiv:2203.09509.

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

pith.paper-citation-record.v1
2203.09509 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 41 of 41 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 41 of 41 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:52:27.948003Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

7
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 17fef00c-fb8a-49b0-8274-5f2caa630e97 · inbound

AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models cites this paper.

AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:03:59.401936Z

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 f2b363b2-bcd9-4ec6-a74c-6b2cf0eba9b0 · inbound

Textbooks Are All You Need II: phi-1.5 technical report cites this paper.

Textbooks Are All You Need II: phi-1.5 technical report ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:18:01.371962Z

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 f22a3a6a-0f3e-4dc2-87c4-1671e09480b5 · inbound

Baichuan 2: Open Large-scale Language Models cites this paper.

Baichuan 2: Open Large-scale Language Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-24T06:54:03.655089Z

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 e29e0f7c-afdc-4ee8-9acd-78a2ec208bc1 · inbound

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks cites this paper.

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-14T17:11:00.829872Z

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 768a96c8-2dc6-4f21-9cfd-faa16ccfa0ab · inbound

TrustLLM: Trustworthiness in Large Language Models cites this paper.

TrustLLM: Trustworthiness in Large Language Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 249

Resolution: verified exact; arxiv_id, observed 2026-05-18T11:17:08.715148Z

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 876e2dd4-3c44-4b80-b1e8-056742970f2a · inbound

Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression cites this paper.

Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:17:31.103467Z

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 556dabd3-900e-4d59-a3f7-865468e7a661 · inbound

SweEval: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use cites this paper.

SweEval: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:52:27.948003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dac24db-23b1-45a1-8b56-0a5a09ed3a42 · inbound

Lifelong Safety Alignment for Language Models cites this paper.

Lifelong Safety Alignment for Language Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:00:05.301732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b1ad6c-6f7c-4cce-8b6a-29326355d961 · inbound

MCP Safety Training: Learning to Refuse Falsely Benign MCP Exploits using Improved Preference Alignment cites this paper.

MCP Safety Training: Learning to Refuse Falsely Benign MCP Exploits using Improved Preference Alignment ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:11.465867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d05b928-c056-401c-bd28-2c7c2c051e3f · inbound

Large Language Models Often Know When They Are Being Evaluated cites this paper.

Large Language Models Often Know When They Are Being Evaluated ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T13:16:15.857298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19dd54ad-3ee4-4bb6-9dc0-5811637505d4 · inbound

AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs cites this paper.

AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:29.265768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0dd774a-ea55-4e89-b2aa-b2286cbd45e5 · inbound

Surfer-H Meets Holo1: Cost-Efficient Web Agent Powered by Open Weights cites this paper.

Surfer-H Meets Holo1: Cost-Efficient Web Agent Powered by Open Weights ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:38.710156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efb100cd-e091-4f8a-8418-59cf60dcab4f · 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 ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T10:17:26.644437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75904f59-fdc4-4187-9fda-2f3695cacbb4 · inbound

PL-Guard: Benchmarking Language Model Safety for Polish cites this paper.

PL-Guard: Benchmarking Language Model Safety for Polish ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:53.215936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3249b7db-6ed0-435a-b294-600729d39252 · inbound

Fine-Grained Chinese Hate Speech Understanding: Span-Level Resources, Coded Term Lexicon, and Enhanced Detection Frameworks cites this paper.

Fine-Grained Chinese Hate Speech Understanding: Span-Level Resources, Coded Term Lexicon, and Enhanced Detection Frameworks ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T17:16:28.657206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7216b0d2-e0d8-46c8-8a99-25df91ba84fe · inbound

Trade-offs in Image Generation: How Do Different Dimensions Interact? cites this paper.

Trade-offs in Image Generation: How Do Different Dimensions Interact? ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:08:01.692007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 113faed5-d820-4038-99c4-51063e4767e6 · inbound

Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken English cites this paper.

Model Misalignment and Language Change: Traces of AI-Associated Language in Unscripted Spoken English ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T10:23:57.784770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1449341-6504-41bc-823a-8141d70d6479 · inbound

Decoding the Rule Book: Extracting Hidden Moderation Criteria from Reddit Communities cites this paper.

Decoding the Rule Book: Extracting Hidden Moderation Criteria from Reddit Communities ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:19:11.061244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceb7cea7-f718-4b45-ae01-9dcfd5476e8a · inbound

YouthSafe: A Youth-Centric Safety Benchmark and Safeguard Model for Large Language Models cites this paper.

YouthSafe: A Youth-Centric Safety Benchmark and Safeguard Model for Large Language Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T19:55:56.496758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04e703e6-f0d3-4b54-8fa1-f57a29d31de2 · inbound

Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts cites this paper.

Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-21T20:54:21.551478Z

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 fd1ee9e9-da8b-456a-bac8-6d22c45ce839 · inbound

AgentCrypt: Advancing Privacy and (Secure) Computation in AI Agent Collaboration cites this paper.

AgentCrypt: Advancing Privacy and (Secure) Computation in AI Agent Collaboration ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:58:42.718349Z

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 cb976230-0f8b-46af-ad25-8650ec1315fe · inbound

f-GRPO and Beyond: Divergence-Based Reinforcement Learning Algorithms for General LLM Alignment cites this paper.

f-GRPO and Beyond: Divergence-Based Reinforcement Learning Algorithms for General LLM Alignment ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:50:42.995499Z

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 e162268f-bb73-4521-9222-f28e2bf6ece1 · inbound

Response-Based Knowledge Distillation for Multilingual Jailbreak Prevention Unwittingly Compromises Safety cites this paper.

Response-Based Knowledge Distillation for Multilingual Jailbreak Prevention Unwittingly Compromises Safety ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:28:48.714065Z

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 fc6a5e7f-5ffb-4f45-935d-e121dc5fe7a7 · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 199

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:51:30.271783Z

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 1a5b8ed8-f3ab-4d06-a52d-f64160446278 · inbound

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions cites this paper.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 192

Resolution: unresolved; no resolver link, observed 2026-08-02T20:04:33.697527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 193d677d-440b-46f3-b966-68430a4cfd68 · inbound

DRAFT: Task Decoupled Latent Reasoning for Agent Safety cites this paper.

DRAFT: Task Decoupled Latent Reasoning for Agent Safety ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-16T02:27:09.804078Z

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 920e93de-69f6-4240-9fd9-4133ed68bca4 · inbound

FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding cites this paper.

FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:41:00.354109Z

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 b393628b-39dd-4540-9d8a-be8146657260 · inbound

MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models cites this paper.

MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:50:21.238109Z

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 9d1fd19c-21b3-4f7a-9e20-3a9533a509d7 · inbound

The Safety-Aware Denoiser for Text Diffusion Models cites this paper.

The Safety-Aware Denoiser for Text Diffusion Models ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T08:31:23.673025Z

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 ffdb036a-aed4-4429-a0d0-2856ee33e3f0 · inbound

Navigating the Sea of LLM Evaluation: Investigating Bias in Toxicity Benchmarks cites this paper.

Navigating the Sea of LLM Evaluation: Investigating Bias in Toxicity Benchmarks ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:31:23.853878Z

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 67e2e034-cf4d-4998-a5e8-b807e5ca3df2 · inbound

Leveraging RAG for Training-Free Alignment of LLMs cites this paper.

Leveraging RAG for Training-Free Alignment of LLMs ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-13T02:42:08.136592Z

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 30df317c-2213-4672-b830-bd304470482c · inbound

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling cites this paper.

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 252

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T03:09:43.530801Z

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 bd82ca98-348a-40c4-8b0c-1437ba109620 · inbound

Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety cites this paper.

Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:51:07.906116Z

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 60189dfc-fbbb-4a19-86cc-af48bc202230 · inbound

Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety cites this paper.

Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:06:42.937422Z

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 50ad264b-4bc3-4fa5-a839-44c7d2b06bd7 · inbound

AERIC: Anticipatory Hidden-State Monitoring for Implicit Harmful Dialogue cites this paper.

AERIC: Anticipatory Hidden-State Monitoring for Implicit Harmful Dialogue ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:35:04.726138Z

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 fcf05e21-ffa6-424c-aae3-4520b154222d · inbound

SafetyRepro: Configuration-Conditional Rank Instability on Alignment Benchmarks cites this paper.

SafetyRepro: Configuration-Conditional Rank Instability on Alignment Benchmarks ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:54:00.976726Z

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 c7e67617-1ed6-4b1e-b2bd-3856f632c606 · inbound

UniSteer: Text-Guided Flow Matching in Activation Space for Versatile LLM Steering cites this paper.

UniSteer: Text-Guided Flow Matching in Activation Space for Versatile LLM Steering ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:13:15.636723Z

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 055de9de-74fe-4e20-add7-badff5aa2d27 · inbound

Symmetric Divergence and Normalized Similarity: A Unified Topological Framework for Representation Analysis cites this paper.

Symmetric Divergence and Normalized Similarity: A Unified Topological Framework for Representation Analysis ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:47:06.986657Z

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 5a400adf-39b8-4ab4-bddf-9a60ecd4fa53 · inbound

Distilling Safe LLM Systems via Soft Prompts for On Device Settings cites this paper.

Distilling Safe LLM Systems via Soft Prompts for On Device Settings ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 62

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T00:27:29.196953Z

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 b1c598da-52c3-485c-99dc-b42c5ac3be2d · inbound

S2T-RLHF: Hierarchical Credit Assignment for Stable Preference-Based RLHF cites this paper.

S2T-RLHF: Hierarchical Credit Assignment for Stable Preference-Based RLHF ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T13:58:44.792769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b99c374-9243-42d7-b248-ab1ad9176d5a · inbound

Fence: Specialized SLM Guardrails for LLM Applications cites this paper.

Fence: Specialized SLM Guardrails for LLM Applications ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T13:21:54.234853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.