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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
Proactive Task Managementagents tool usellm chat instruction11May 27, 2026
Interleaved Reactive-Proactive Requestsllm chat instruction11May 27, 2026
Federated Value Alignment (Direct Preference Optimization)llm chat instructionadversarial safety security11Jul 7, 2026
Lipschitz Ball Verificationllm chat instructionadversarial safety security11Apr 2, 2026
Long input summarizationnlpllm chat instruction11Feb 18, 2026
Best-of-N Alignment Evaluationllm chat instruction11Mar 16, 2026
Multimodal Reasoning Evaluationmultimodalllm chat instruction11Mar 16, 2026
Emotion Controlllm chat instructionnlp11May 27, 2026
Behavioral and latency evaluation under correctionllm chat instructionadversarial safety security11Jul 7, 2026
End-to-end Attention Latencyllm chat instruction11Apr 2, 2026
Model Merging Performance Aggregationmultimodalllm chat instruction+211Feb 18, 2026
Intent-conditioned model selectionllm chat instruction11Apr 2, 2026
Model Utility Maintenancellm chat instruction11Feb 19, 2026
Multi-Agent Governanceagents tool usellm chat instruction11Mar 16, 2026
Reward Model Bias Evaluationllm chat instructionadversarial safety security11May 27, 2026
Binary Question Answering (Yes/No)nlpllm chat instruction11Mar 17, 2026
Multiple Tasksllm chat instructionnlp+1411May 27, 2026
science multiple-choice question answeringnlpllm chat instruction11Mar 17, 2026
Cross-task Knowledge Editingllm chat instructionnlp11Feb 18, 2026
Few-shot Language Evaluationnlpllm chat instruction11Feb 19, 2026
Output-refinementllm chat instructionnlp11May 28, 2026
Long-term Dialogue Memory Managementllm chat instructionnlp11May 28, 2026
Instruction Following and Helpfulness Evaluationllm chat instruction13Feb 18, 2026
Constraint-following Instruction Evaluationllm chat instructionnlp11Feb 18, 2026
Long-term dialogue memory evaluationllm chat instruction11May 28, 2026