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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
multi-branch story generationllm chat instruction31Apr 21, 2026
Preference Labelingllm chat instruction31Apr 21, 2026
AlpacaEval 2.0llm chat instruction31Feb 22, 2026
Long-form Question Answering refinementllm chat instructionnlp31Feb 18, 2026
Multi-hop reasoning and question answeringnlpllm chat instruction31Feb 22, 2026
Long-form generation factuality and uncertainty estimationllm chat instructionnlp31Feb 18, 2026
Sycophancy Assessmentllm chat instruction31Apr 21, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Bayesian Assessment of Sycophancyllm chat instruction31Apr 21, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Reasoning accuracyllm chat instructionnlp32Apr 8, 2026
Output Equivalencellm chat instruction31Feb 22, 2026
Instruction-based Video Editingvideo generation editingllm chat instruction33Jun 30, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Open-ended Reasoningllm chat instructionnlp33May 22, 2026
Policy Question Answeringnlpllm chat instruction31Apr 15, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026
Binary Additionllm chat instruction33Jun 30, 2026
Fine-grained Knowledge Recallllm chat instructionretrieval search rag31Apr 15, 2026
Instruction following and reasoningllm chat instructionnlp+133Feb 27, 2026
LLM Generation Efficiencyllm chat instruction31Feb 22, 2026
Knowledge-grounded Dialog Generationllm chat instructionnlp32Feb 18, 2026
Human Evaluation of Explanationsllm chat instruction32Jun 24, 2026
Uncertainty-guided selective generationllm chat instructionnlp31Apr 21, 2026
Response Length Predictionllm chat instruction32Feb 19, 2026