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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
Medical Long-form Answeringbio medicalllm chat instruction31Feb 18, 2026
Controllable multi-objective generationllm chat instruction31Feb 18, 2026
Social Interactionllm chat instruction34Jul 9, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Follow-up Question Answeringllm chat instructionnlp31Feb 18, 2026
Dialogue Policy Evaluationllm chat instructionnlp31Feb 18, 2026
Sycophancy Assessmentllm chat instruction31Apr 21, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Large Multimodal Model Evaluationmultimodalllm chat instruction310Apr 24, 2026
Pairwise LLM Evaluationllm chat instruction31Feb 18, 2026
Multi-hop Question Generationnlpllm chat instruction32Apr 14, 2026
Policy Question Answeringnlpllm chat instruction31Apr 15, 2026
Long-form Question Answering refinementllm chat instructionnlp31Feb 18, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Long-form generation factuality and uncertainty estimationllm chat instructionnlp31Feb 18, 2026
Reasoning accuracyllm chat instructionnlp32Apr 8, 2026
Bayesian Assessment of Sycophancyllm chat instruction31Apr 21, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Fine-grained Knowledge Recallllm chat instructionretrieval search rag31Apr 15, 2026
Output Equivalencellm chat instruction31Feb 22, 2026
Long-form factuality evaluationllm chat instructionnlp31Apr 15, 2026
LLM Generation Efficiencyllm chat instruction31Feb 22, 2026
LoRA Adapter Transfercode developer aillm chat instruction31Apr 15, 2026
Social Deduction Game Gameplayllm chat instructionagents tool use32May 29, 2026
Memory Evaluationllm chat instruction32Jun 2, 2026