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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
Generation throughputllm chat instruction31Feb 18, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Long-context Input (Summarization)llm chat instructionnlp33Jun 4, 2026
Cognition and Reasoningllm chat instruction32May 12, 2026
Long-context Generation (Reasoning)llm chat instruction31Feb 27, 2026
Comprehensive Evaluationmultimodalcomputer vision+233May 28, 2026
Reward Hacking Mitigationadversarial safety securityllm chat instruction31Feb 25, 2026
Repeated Negotiationagents tool usellm chat instruction31Feb 25, 2026
Knowledge modificationnlpllm chat instruction31Feb 18, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Policy Question Answeringnlpllm chat instruction31Apr 15, 2026
Grade School Math Word Problemsllm chat instructionnlp310Jun 5, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Instruction Awarenessllm chat instructionnlp31Feb 18, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026
Multi-modal Hallucination Evaluationmultimodalllm chat instruction38Jun 30, 2026
Long-form factuality evaluationllm chat instructionnlp31Apr 15, 2026
Multi-session Retrieval-Augmented Generationretrieval search ragllm chat instruction31Feb 25, 2026
Continual Language Modelingnlpllm chat instruction31Apr 27, 2026
Multi-agent Cognitive Orchestrationagents tool usellm chat instruction31Apr 21, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Fine-grained Knowledge Recallllm chat instructionretrieval search rag31Apr 15, 2026
LoRA Adapter Transfercode developer aillm chat instruction31Apr 15, 2026
Judge Agreement Accuracyllm chat instructionnlp31Feb 24, 2026
Multi-modal Large Language Model Evaluationmultimodalllm chat instruction32May 13, 2026