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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
Conversational Interventionretrieval search ragllm chat instruction11May 8, 2026
Long-term Reasoningllm chat instruction11Feb 18, 2026
Multi-Task Instruct-Tuningllm chat instruction11May 8, 2026
LLM Agent Safetyadversarial safety securityagents tool use+111May 8, 2026
Chat Model Evaluationllm chat instruction11May 8, 2026
Commonsense and Mathematical Reasoningnlpllm chat instruction11Feb 24, 2026
Logical and Mathematical Reasoning under Counterfactualsnlpllm chat instruction11Feb 18, 2026
Suffix completion under prefix compressionllm chat instruction11May 8, 2026
RLHF Safety Evaluationadversarial safety securityllm chat instruction11May 8, 2026
Text-based embodied task completionrobotics embodied aiagents tool use+111May 8, 2026
Dialogue Quality Assessmentllm chat instructionnlp11Feb 18, 2026
Dialogue Alignment Evaluationllm chat instruction11Feb 24, 2026
Stage-aware Prefillllm chat instruction11May 8, 2026
Prefill KV-cache memory measurementllm chat instruction11May 8, 2026
Listwise Judgingllm chat instruction11Feb 24, 2026
Sequential-insert knowledge insertionretrieval search ragllm chat instruction11May 8, 2026
orthography_starts_withllm chat instruction11Feb 18, 2026
LLM Judge Policy Invariance Evaluationadversarial safety securityllm chat instruction11May 8, 2026
Forgetting-aware Instruction Tuningllm chat instructioncode developer ai11May 8, 2026
Code-Specific Instruction Tuning Evaluationcode developer aillm chat instruction11May 8, 2026
Reasoning 1-speakerllm chat instruction11Feb 24, 2026
High-Level Expert Knowledge Evaluationllm chat instruction11May 8, 2026
General Instruction Tuningllm chat instruction11May 8, 2026
Reasoning 2-speakerllm chat instruction11Feb 24, 2026
Action Reasoningcomputer visionllm chat instruction11May 8, 2026