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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
Helpful and Harmless Response Generationllm chat instructionadversarial safety security11Apr 21, 2026
Generative Inferencellm chat instruction13Mar 20, 2026
Fact QA (Open Answer)retrieval search ragllm chat instruction11Feb 18, 2026
Correctness Calibrationllm chat instruction11Feb 21, 2026
LLM Safety Alignmentadversarial safety securityllm chat instruction11Apr 21, 2026
Preference Calibrationllm chat instruction11Feb 21, 2026
Prosocial Safety Assessmentadversarial safety securityllm chat instruction11Apr 21, 2026
Creative Writing (Story)llm chat instruction11Feb 18, 2026
Symbolic Chain of Thought Reasoningnlpllm chat instruction11Feb 21, 2026
Response Consistency Evaluationllm chat instruction11Apr 21, 2026
Agent-based Data Analysisagents tool usellm chat instruction11Feb 21, 2026
Long-context Memory Modelingllm chat instruction11Apr 21, 2026
Knowledge-based Dialogue Generationnlpllm chat instruction11Feb 18, 2026
End-to-End Dialogue Modelingllm chat instructionnlp11Feb 18, 2026
Creative Writing (Poem)llm chat instruction11Feb 18, 2026
Steering LLM statesllm chat instruction11Feb 21, 2026
Science and Engineering Question Answeringnlpllm chat instruction11Apr 21, 2026
Travel planning agentagents tool usellm chat instruction11Feb 21, 2026
Multi-agent systems coordinationagents tool usellm chat instruction11Apr 21, 2026
Science reasoning (Welsh language)nlpllm chat instruction11Apr 21, 2026
Table-based Mathematical Reasoningtabular time seriesllm chat instruction11Apr 21, 2026
LLM agent alignment evaluationllm chat instructionagents tool use11Apr 21, 2026
Comprehensive long-context evaluationllm chat instruction11Apr 21, 2026
Legal Knowledge and Reasoning Benchmarknlpllm chat instruction12Jun 9, 2026
Dialogue State Transitionnlpllm chat instruction11Feb 18, 2026