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Tasks

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

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Tasks

TaskDomainBenchmarksPapersLast update
Task-oriented Interactionllm chat instructionnlp31Mar 4, 2026
Sycophancy Assessmentllm chat instruction31Apr 21, 2026
MLLM-as-a-judge evaluationllm chat instructionmultimodal32Apr 21, 2026
Analysis Report Quality Evaluationllm chat instructionnlp31Mar 4, 2026
Alignment defense against harmful fine-tuningadversarial safety securityllm chat instruction31Mar 4, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Long Reasoningllm chat instruction31Mar 4, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Downstream evaluationllm chat instructionnlp+1433Jun 4, 2026
Task-solvingllm chat instructionnlp34May 19, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Policy Question Answeringnlpllm chat instruction31Apr 15, 2026
Memory & Reasoningllm chat instructionnlp31Feb 18, 2026
RLHFllm chat instructionadversarial safety security34Jun 26, 2026
Multi-session Retrieval-Augmented Generationretrieval search ragllm chat instruction31Feb 25, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026
Long-context Generation (Reasoning)llm chat instruction31Feb 27, 2026
Reward Hacking Mitigationadversarial safety securityllm chat instruction31Feb 25, 2026
Long-form factuality evaluationllm chat instructionnlp31Apr 15, 2026
LoRA Adapter Transfercode developer aillm chat instruction31Apr 15, 2026
Social Deduction Game Gameplayllm chat instructionagents tool use32May 29, 2026
Long-context Input (Summarization)llm chat instructionnlp33Jun 4, 2026
Repeated Negotiationagents tool usellm chat instruction31Feb 25, 2026
Judge Agreement Accuracyllm chat instructionnlp31Feb 24, 2026