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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
General Knowledge Taskllm chat instruction11Feb 22, 2026
Long-range Next-token predictionllm chat instruction11May 6, 2026
Helpful Response Evaluationllm chat instruction12Feb 19, 2026
Refusal Inductionadversarial safety securityllm chat instruction11Feb 22, 2026
Knowledge-Orthogonal Reasoningllm chat instruction11May 6, 2026
Role Generalizationllm chat instruction11Feb 18, 2026
Failure localizationllm chat instruction11May 6, 2026
Fact recallllm chat instruction11May 6, 2026
LLM Agent Defense Evaluationadversarial safety securityagents tool use+111May 6, 2026
Group Booking with failures (Grand Rollback)llm chat instructionagents tool use11May 6, 2026
Response-Use classificationllm chat instructionnlp11Feb 22, 2026
Stealth Sycophancy Detectionllm chat instructionadversarial safety security11May 6, 2026
Zero-shot Language Modeling Evaluationnlpllm chat instruction11Feb 22, 2026
Moral Steeringllm chat instruction11May 6, 2026
Fine-grained Moral Steeringllm chat instructionadversarial safety security11May 6, 2026
Multi-turn Medical Diagnosisllm chat instructionbio medical11Feb 18, 2026
Multi-stage Reasoning and Navigationrobotics embodied aillm chat instruction11Feb 22, 2026
In-context comprehensionllm chat instruction11May 6, 2026
Engagement Evaluationllm chat instruction11Feb 22, 2026
General Downstream Task Evaluationllm chat instruction11May 6, 2026
Discriminative Accuracyllm chat instruction11May 6, 2026
Perceived Authenticity Evaluationllm chat instruction11Feb 22, 2026
Downstream Policy Evaluationllm chat instruction11May 6, 2026
Overall Satisfaction Evaluationllm chat instruction11Feb 22, 2026
Long-Paragraph Factualityllm chat instructionnlp11Feb 18, 2026