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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
Model Alignmentllm chat instructionadversarial safety security63Jul 1, 2026
Long-horizon agentic taskagents tool usellm chat instruction62May 26, 2026
Long-context Summarizationnlpllm chat instruction64May 20, 2026
Critique Quality Evaluationllm chat instructionnlp61Feb 18, 2026
General Tasksllm chat instructionnlp66May 20, 2026
Zero-shot Common Sense Reasoningnlpllm chat instruction614Jul 9, 2026
Multi-Task Reasoningllm chat instructionnlp67May 12, 2026
Zero-shot Predictionnlpllm chat instruction63May 26, 2026
Presentation Generationnlpllm chat instruction64Jun 17, 2026
Deep Research Evaluationllm chat instructionretrieval search rag62May 27, 2026
First Incorrect Step Identificationllm chat instructionnlp61Feb 27, 2026
General Language Capabilityllm chat instructionnlp66Jul 2, 2026
Episodic Memory Retrievalllm chat instructionretrieval search rag61Feb 22, 2026
Speech Instruction-Followingspeech audiollm chat instruction63Jun 26, 2026
Generative Performancellm chat instruction62May 13, 2026
Multistep Reasoningllm chat instruction610Jun 4, 2026
Multi-task Language Evaluationnlpllm chat instruction67Jul 3, 2026
Quality Evaluationllm chat instructioncode developer ai+162Apr 14, 2026
Episodic Memory Recallllm chat instruction61Feb 22, 2026
Countdownllm chat instructionnlp63Jun 17, 2026
Empathetic Dialogue Generationllm chat instructionnlp65Apr 10, 2026
Math Word Problemsnlpllm chat instruction66Jun 19, 2026
Failure Detection and Reasoningrobotics embodied aillm chat instruction61Feb 22, 2026
Long-context answering with citationsllm chat instructionretrieval search rag61Feb 18, 2026
Agent Interactionagents tool usellm chat instruction62May 21, 2026