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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
Longform generation of biographiesllm chat instructionnlp11Feb 18, 2026
Logical reasoning multi-choice QAnlpllm chat instruction11Feb 18, 2026
Seeker Utterance Generationllm chat instructionnlp11Feb 19, 2026
Mobile Usellm chat instruction11Mar 24, 2026
Profile Adherencellm chat instructionnlp11Feb 19, 2026
Domain-Specific Applied Tasksnlpcode developer ai+111Mar 24, 2026
Response Similarity Evaluationllm chat instructionnlp11Feb 18, 2026
Long-context Text Generationllm chat instruction11Feb 19, 2026
Helpful and Harmless Preference Reasoningllm chat instructionadversarial safety security11Mar 24, 2026
Debate quality evaluation alignmentllm chat instructionnlp11Feb 18, 2026
Reasoning and Shortcut Detectionllm chat instruction11Mar 24, 2026
Reasoning and Classificationllm chat instructionnlp12Apr 10, 2026
Dialogue Memory Accuracyllm chat instructionnlp13Apr 21, 2026
Multi-session collaborationllm chat instruction11Mar 24, 2026
User Simulation Intrinsic Evaluationllm chat instruction11Mar 24, 2026
Dialogue Authenticity Evaluationllm chat instructionnlp11Feb 27, 2026
Scientific Agent Taskagents tool usellm chat instruction11Mar 24, 2026
Expert Evaluation of Explanations and Reasoning Trajectoriesllm chat instructionnlp11Feb 18, 2026
Human-level Examsllm chat instructionnlp11Feb 19, 2026
Preference-aware Image Generationimage generation editingllm chat instruction11Mar 24, 2026
Chat Preferencellm chat instruction12Mar 4, 2026
Efficient Fine-tuningllm chat instruction11Mar 24, 2026
Long-form Biography Generationllm chat instructionnlp11Feb 18, 2026
Speech Chatspeech audiollm chat instruction11Feb 18, 2026
Long-context understanding and generationllm chat instruction11Mar 24, 2026