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Research

Benchmarks

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

309,131 benchmarksPage 686 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Machine TranslationNTREX (en->it) 128 (test)nlp35Feb 26, 2026
Multi-turn tool-use interactiontau-benchagents tool use35Feb 26, 2026
Document RetrievalCOIRretrieval search rag35Feb 26, 2026
Multi-Hop Question AnsweringMulti-Hop QAnlpretrieval search rag35Jun 30, 2026
Legal ReasoningLexEvalnlp35Apr 21, 2026
Adversarial and Jailbreaking Attack DetectionXSTestadversarial safety security35May 6, 2026
Deep SearchBrowseComp-ZHretrieval search ragagents tool use35May 29, 2026
AI-generated text detectionEssaynlp35May 18, 2026
Paraphrase IdentificationPAWSnlp35Jun 26, 2026
Online Bin Packing ProblemBPP online N=1k, W=100miscellaneous35Apr 8, 2026
Multimodal Retrieval-Augmented GenerationMRAGretrieval search ragmultimodal35May 19, 2026
ReasoningMMLUllm chat instructionnlp35Mar 4, 2026
Demand ForecastingE-commerce Demand Country 01, Event-Driven Periodstabular time series35Feb 26, 2026
RecommendationYelptabular time series35Mar 26, 2026
Multi-label content safety classificationBeavertailsnlp35Feb 26, 2026
Code GenerationDS-1000code developer ai35Apr 23, 2026
Perceptual Image RestorationAverage across datasets (combined)computer vision35Apr 8, 2026
Concept LearningText Domains Aggregated: Academic Papers, Movie Plots, News Articles, Song Lyrics (test)nlp35Feb 26, 2026
Novel View SynthesisDTU 1 (test)3d vision geometry35Mar 20, 2026
Common-sense Reasoning5 common-sense reasoning tasks Llama-3-8Bnlp35Jul 2, 2026
Backdoor AttackFaceForensics++adversarial safety security35Feb 26, 2026
Facial Expression RecognitionAffectNet-8computer vision35May 20, 2026
Homography EstimationGoogleMapcomputer vision3d vision geometry35Mar 5, 2026
Self-reenactmentHDTFcomputer visionmultimodal35May 26, 2026
Keypoint DetectionMP-100 (Split 1)computer vision35May 14, 2026