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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
Zero-shot performance evaluationllm chat instructionnlp22Feb 20, 2026
Multilingual LLM Evaluationllm chat instructionnlp21Mar 6, 2026
Belief Predictionllm chat instruction22May 22, 2026
Arithmetic Planningllm chat instructionagents tool use22Jun 9, 2026
Complex Multi-step Reasoningllm chat instruction23May 26, 2026
Summary Factuality Evaluationnlpllm chat instruction21Feb 18, 2026
Alignment Reward Evaluationllm chat instructionadversarial safety security21Mar 24, 2026
Social interaction simulationllm chat instruction22Jun 9, 2026
Reward Scoringllm chat instruction22Apr 6, 2026
Autoformalization and Provingcode developer aillm chat instruction21Mar 23, 2026
High-level instruction executionagents tool usellm chat instruction21Mar 24, 2026
Prefill-stage hallucination risk detectionllm chat instruction21Mar 23, 2026
Prompt Hygiene Evaluationllm chat instructionadversarial safety security21Mar 23, 2026
Helpfulness Assessmentllm chat instruction22May 8, 2026
General Language Intelligencellm chat instructionnlp22Apr 30, 2026
Grade-school mathematical reasoningnlpllm chat instruction22Jun 9, 2026
Large Language Model Debiasingllm chat instructionadversarial safety security21Mar 20, 2026
Dialogue Aspect-based Sentiment Quadruple Extractionnlpllm chat instruction21Feb 18, 2026
Generative Multiple-choice Question Answeringllm chat instructionnlp21Feb 18, 2026
Hallucination Tracingllm chat instructionnlp21Mar 9, 2026
Audio Instruction Followingspeech audiollm chat instruction22May 20, 2026
Shot-Language Understandingnlpllm chat instruction21Mar 20, 2026
Conflict Measurementllm chat instruction21Mar 20, 2026
Generative multiple-choicellm chat instructionnlp21Feb 18, 2026
LLM Hallucination Detectionllm chat instructionnlp22Apr 8, 2026