Hy-MultiTurn: A Six-Dimensional Benchmark for Deep Multi-Turn Dialogue Understanding

arXiv:2607.29196 · cs.CL · Submitted 2026-07-31 · Read on arXiv

cs.CL

Submitted: 2026-07-31

Updated: 2026-09-22

Comments: 33 pages, 7 figures, 8 tables

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

Terminology

• Benchmark — 69× in this paper · explained in 2 episodes
• Localization — 15× in this paper · explained in 2 episodes
• Accuracy — 8× in this paper · explained in 1 episode
• Benchmarking — 7× in this paper · explained in 4 episodes
• Calibration — 5× in this paper · explained in 9 episodes
• Core — 4× in this paper · explained in 2 episodes
• Accountability — 3× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Judge Reliability — 3× in this paper · explained in 2 episodes
• LLM judge — 3× in this paper · explained in 2 episodes
• Thinking mode — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Verifier — 3× in this paper · explained in 2 episodes
• Failure Modes — 2× in this paper · explained in 3 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 4 episodes
• Pareto Frontier — 2× in this paper · explained in 2 episodes
• Action Bias — 1× in this paper · explained in 1 episode
• Clarity — 1× in this paper · explained in 3 episodes
• Coherence — 1× in this paper · explained in 2 episodes
• Composition — 1× in this paper · explained in 2 episodes
• Division of Labor — 1× in this paper · explained in 2 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• False Negatives — 1× in this paper · explained in 2 episodes
• Hallucination — 1× in this paper · explained in 4 episodes
• Halo Effect — 1× in this paper · explained in 2 episodes
• Papers — 1× in this paper · explained in 3 episodes
• Provenance — 1× in this paper · explained in 5 episodes
• Robustness — 1× in this paper · explained in 6 episodes
• Scaffold — 1× in this paper · explained in 2 episodes
• Scaffolding — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks
• Multi-IF: Benchmarking LLMs on Multi-Turn and Multilingual Instructions Following
• MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
• Play Favorites: A Statistical Method to Measure Self-Bias in LLM-as-a-Judge
• MemoryBank: Enhancing Large Language Models with Long-Term Memory
• Instruction-Following Evaluation for Large Language Models

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