Papers › Browse State-of-the-Art

Browse State-of-the-Art

11,026 benchmarks 5,042 tasks 12,178 datasets 218,852 papers with code archive 2025-07-28

Syntology code harvested from 41,462 of the papers with code counted above at least one sample ran for 31,701 of them per-sample status is on each paper page; “ran” means executed on a synthesized fixture, not that the paper's claims hold. Of the 54,410 papers in the graph, a further 926 have no archive code link and 12,022 have no archive row at all (9,581 added after the freeze); none of those is counted here

Syntology48 results from newer papers placed on 43 benchmarksSyntology has checked 6,264 of the 9,581 papers on this site that are newer than the archive; results from the others appear after they are checked. Listed below each table's archive rows, never ranked among them; how they were placed; see what is not shown for every leaderboard proposed and not placed

A benchmark is a leaderboard table with at least one row; 544 archive tables have no rows and are not counted, and 24 tables with rows belong to no task page and appear under no area. Tasks are grouped into the archive's 16 areas, listed most tasks first, then name; 1,212 tasks (20 with benchmarks) carry no area and are reachable from search and from the papers that use them.

Computer Vision

6,511 benchmarks · 1,866 tasks · 90,964 papers with code

Image Classification

166 benchmarks · 4,702 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Image Generation

93 benchmarks · 3,102 papers with code

Few-Shot Image Classification

89 benchmarks · 220 papers with code

5 shown of 1,071 tasks with benchmarks, most benchmarks first, then most papers with code. All 1,866 tasks in Computer Vision →

Natural Language Processing

2,974 benchmarks · 943 tasks · 65,596 papers with code

Question Answering

142 benchmarks · 4,171 papers with code

Image Generation

93 benchmarks · 3,102 papers with code

Machine Translation

84 benchmarks · 2,444 papers with code

Link Prediction

80 benchmarks · 974 papers with code

Visual Question Answering (VQA)

76 benchmarks · 1,039 papers with code

5 shown of 530 tasks with benchmarks, most benchmarks first, then most papers with code. All 943 tasks in Natural Language Processing →

Miscellaneous

1,208 benchmarks · 480 tasks · 55,064 papers with code

Question Answering

142 benchmarks · 4,171 papers with code

Image Generation

93 benchmarks · 3,102 papers with code

Anomaly Detection

76 benchmarks · 1,727 papers with code

Classification

58 benchmarks · 3,778 papers with code

Language Modelling

55 benchmarks · 7,012 papers with code

5 shown of 249 tasks with benchmarks, most benchmarks first, then most papers with code. All 480 tasks in Miscellaneous →

Medical

1,157 benchmarks · 448 tasks · 35,770 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Image Generation

93 benchmarks · 3,102 papers with code

Classification

58 benchmarks · 3,778 papers with code

Language Modelling

55 benchmarks · 7,012 papers with code

Medical Image Segmentation

50 benchmarks · 1,080 papers with code

5 shown of 232 tasks with benchmarks, most benchmarks first, then most papers with code. All 448 tasks in Medical →

Methodology

1,112 benchmarks · 429 tasks · 69,253 papers with code

Anomaly Detection

76 benchmarks · 1,727 papers with code

Classification

58 benchmarks · 3,778 papers with code

Domain Adaptation

58 benchmarks · 2,400 papers with code

Unsupervised Domain Adaptation

49 benchmarks · 864 papers with code

Continual Learning

33 benchmarks · 1,142 papers with code

5 shown of 198 tasks with benchmarks, most benchmarks first, then most papers with code. All 429 tasks in Methodology →

Graphs

826 benchmarks · 222 tasks · 28,015 papers with code

Node Classification

138 benchmarks · 991 papers with code

Link Prediction

80 benchmarks · 974 papers with code

Anomaly Detection

76 benchmarks · 1,727 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Classification

58 benchmarks · 3,778 papers with code

5 shown of 98 tasks with benchmarks, most benchmarks first, then most papers with code. All 222 tasks in Graphs →

Time Series

644 benchmarks · 216 tasks · 26,022 papers with code

Time Series Forecasting

86 benchmarks · 714 papers with code

Classification

58 benchmarks · 3,778 papers with code

Action Recognition

56 benchmarks · 1,058 papers with code

Time Series Classification

52 benchmarks · 328 papers with code

Skeleton Based Action Recognition

34 benchmarks · 219 papers with code

5 shown of 110 tasks with benchmarks, most benchmarks first, then most papers with code. All 216 tasks in Time Series →

Audio

464 benchmarks · 208 tasks · 18,862 papers with code

Speech Recognition

65 benchmarks · 1,373 papers with code

Classification

58 benchmarks · 3,778 papers with code

Few-Shot Learning

27 benchmarks · 1,297 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Speech Enhancement

17 benchmarks · 280 papers with code

5 shown of 106 tasks with benchmarks, most benchmarks first, then most papers with code. All 208 tasks in Audio →

Computer Code

498 benchmarks · 193 tasks · 32,401 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Classification

58 benchmarks · 3,778 papers with code

Semi-Supervised Semantic Segmentation

45 benchmarks · 109 papers with code

Code Generation

27 benchmarks · 745 papers with code

Text Generation

20 benchmarks · 2,047 papers with code

5 shown of 84 tasks with benchmarks, most benchmarks first, then most papers with code. All 193 tasks in Computer Code →

Reasoning

603 benchmarks · 166 tasks · 16,693 papers with code

Question Answering

142 benchmarks · 4,171 papers with code

Classification

58 benchmarks · 3,778 papers with code

Natural Language Inference

33 benchmarks · 821 papers with code

Multiple Choice Question Answering (MCQA)

31 benchmarks · 37 papers with code

Video Question Answering

28 benchmarks · 250 papers with code

5 shown of 97 tasks with benchmarks, most benchmarks first, then most papers with code. All 166 tasks in Reasoning →

Speech

385 benchmarks · 147 tasks · 8,048 papers with code

Speech Recognition

65 benchmarks · 1,373 papers with code

Text Generation

20 benchmarks · 2,047 papers with code

Speech Separation

19 benchmarks · 120 papers with code

Speech Enhancement

17 benchmarks · 280 papers with code

Speech Emotion Recognition

16 benchmarks · 139 papers with code

5 shown of 91 tasks with benchmarks, most benchmarks first, then most papers with code. All 147 tasks in Speech →

Adversarial

454 benchmarks · 142 tasks · 25,654 papers with code

Image Classification

166 benchmarks · 4,702 papers with code

Classification

58 benchmarks · 3,778 papers with code

Text Generation

20 benchmarks · 2,047 papers with code

Learning with noisy labels

20 benchmarks · 143 papers with code

Handwritten Text Recognition

13 benchmarks · 56 papers with code

5 shown of 67 tasks with benchmarks, most benchmarks first, then most papers with code. All 142 tasks in Adversarial →

Knowledge Base

284 benchmarks · 134 tasks · 23,940 papers with code

Recommendation Systems

55 benchmarks · 1,997 papers with code

Text Summarization

37 benchmarks · 440 papers with code

Sequential Recommendation

13 benchmarks · 300 papers with code

Column Type Annotation

12 benchmarks · 19 papers with code

Mathematical Reasoning

10 benchmarks · 395 papers with code

5 shown of 66 tasks with benchmarks, most benchmarks first, then most papers with code. All 134 tasks in Knowledge Base →

Robots

453 benchmarks · 133 tasks · 22,834 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Continuous Control

73 benchmarks · 494 papers with code

Semi-Supervised Semantic Segmentation

45 benchmarks · 109 papers with code

MuJoCo Games

17 benchmarks · 6 papers with code

Traffic Sign Recognition

10 benchmarks · 43 papers with code

5 shown of 71 tasks with benchmarks, most benchmarks first, then most papers with code. All 133 tasks in Robots →

Music

138 benchmarks · 106 tasks · 11,819 papers with code

Face Alignment

26 benchmarks · 106 papers with code

Face Anti-Spoofing

8 benchmarks · 78 papers with code

Facial Attribute Classification

7 benchmarks · 18 papers with code

Music Transcription

6 benchmarks · 47 papers with code

Face Identification

5 benchmarks · 46 papers with code

5 shown of 46 tasks with benchmarks, most benchmarks first, then most papers with code. All 106 tasks in Music →

Playing Games

253 benchmarks · 105 tasks · 16,679 papers with code

Continuous Control

73 benchmarks · 494 papers with code

Atari Games

65 benchmarks · 313 papers with code

OpenAI Gym

17 benchmarks · 179 papers with code

SMAC+

16 benchmarks · 58 papers with code

SMAC

11 benchmarks · 54 papers with code

5 shown of 40 tasks with benchmarks, most benchmarks first, then most papers with code. All 105 tasks in Playing Games →

Task areas, task trees, benchmark tables and code links are the archive's, frozen 2025-07-28; nothing on this page is re-ranked or re-counted from outside it. Task images are not shown: the archive's image host no longer serves them.