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Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
Large Language Model Pruning Calibrationllm chat instruction11Jun 4, 2026
Multi-round co-reference resolutionnlpllm chat instruction11Mar 19, 2026
Long-CoT Question Generationllm chat instructionnlp11Feb 19, 2026
Clinical case generationbio medicalllm chat instruction11Mar 10, 2026
Stepwise error detectionnlpllm chat instruction11May 20, 2026
Preference Adaptationllm chat instructionnlp11Feb 19, 2026
Chat Benchmarkllm chat instruction12Feb 18, 2026
TCM Qualitative Clinical Expert Evaluationbio medicalllm chat instruction11Mar 10, 2026
Difficulty-controllable item generationllm chat instructionnlp11May 20, 2026
Generalization across multiple tasksllm chat instruction11Jun 4, 2026
Cultural Pluralism Alignment (Cultural Knowledge)llm chat instructionnlp11Feb 19, 2026
Agentic Commerceagents tool usellm chat instruction11May 20, 2026
Difficulty Assessmentllm chat instruction11Feb 19, 2026
Decode-phase efficiency benchmarkingllm chat instruction11Mar 10, 2026
Dialogue Memoryllm chat instructionnlp11May 20, 2026
Prefill Compute Efficiencyllm chat instruction11Mar 11, 2026
Long-context Classificationllm chat instructionnlp11May 20, 2026
Agentic Long-context Reasoningagents tool usellm chat instruction11May 20, 2026
Logical Puzzle Solvingllm chat instructionnlp11May 20, 2026
Preservation of General Capabilitiesllm chat instructionnlp11May 20, 2026
Multi-turn Strategic Gameplayllm chat instructionagents tool use11Mar 11, 2026
General Knowledge Preservationllm chat instructionnlp11May 20, 2026
Math Word Problem Solution Generationnlpllm chat instruction12Feb 18, 2026
Persona-based Role-Playing Faithfulness Evaluationllm chat instructionnlp11Feb 18, 2026
Conversational Intelligencellm chat instructionnlp11Mar 11, 2026