SDARE-Bench: Evaluating Large Language Models on Conversational Stigma Detection and Response in Dyadic and Group Dialogue

arXiv:2609.01548 · cs.CL · Submitted 2026-09-01 · Read on arXiv

cs.CL

Submitted: 2026-09-01

Updated: 2026-09-01

Comments: Paper accepted at EMNLP 2026

Code: https://github.com/stephaniesyfong/SDARE-Bench

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 36× in this paper · explained in 2 episodes
• Alignment — 10× in this paper · explained in 1 episode
• Accuracy — 7× in this paper · explained in 1 episode
• Accountability — 3× in this paper · explained in 2 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Calibration — 3× in this paper · explained in 7 episodes
• Failure Modes — 2× in this paper · explained in 3 episodes
• Frustration — 2× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Sycophancy — 2× in this paper · explained in 4 episodes
• AUC — 1× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Contextual Understanding — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Phi-4 Technical Report
• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• DeepSeek-V3 Technical Report
• Mistral 7B
• HateMirage: An Explainable Multi-Dimensional Dataset for Decoding Faux Hate and Subtle Online Abuse
• NVIDIA Nemotron 3: Efficient and Open Intelligence
• Granite Guardian
• Analyzing LLM Reasoning to Uncover Mental Health Stigma
• OpenAI GPT-5 System Card
• Do No Harm: Exposing Hidden Vulnerabilities of LLMs via Persona-based Client Simulation Attack in Psychological Counseling
• Qwen3 Technical Report
• Qwen2.5 Technical Report
• GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models
• ShieldGemma: Generative AI Content Moderation Based on Gemma
• It Hears, It Sees too: Multi-Modal LLM for Depression Detection By Integrating Visual Understanding into Audio Language Models
• Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue

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