Computer Code

498 benchmarks 193 tasks 1,105 datasets 32,401 papers with code archive 2025-07-28

Syntology code harvested from 7,955 of the papers with code counted above at least one sample ran for 6,063 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which tags 522 tables with Computer Code; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

25 tasks in Computer Code have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Semantic Segmentation (29)
Classification (24)
Code Generation (5)
Text Generation (25)
Motion Synthesis (3)
Text-To-SQL (1)
Source Code Summarization (1)
Code Search (1)
Code Documentation Generation (1)
Code Completion (1)
Physical Simulations (3)
Program Repair (6)
Program Synthesis (5)
10-shot image generation (21)
Reinforcement Learning (RL) (6)
Autonomous Vehicles (15)
Remote Sensing Image Classification (2)
Value prediction (1)
Deep Learning (1)
NMT (1)
Edge-computing (2)
Blind Image Deblurring (1)
Data Mining (7)
ObjectGoal Navigation (1)
2D Classification (27)

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Semi-Supervised Semantic Segmentation

45 benchmarks · 109 papers with code

Panoptic Segmentation

27 benchmarks · 257 papers with code

3D Semantic Segmentation

19 benchmarks · 214 papers with code

Unsupervised Semantic Segmentation

18 benchmarks · 65 papers with code

Weakly-Supervised Semantic Segmentation

9 benchmarks · 169 papers with code

5 shown of 29 sub-tasks (9 filed under another area). All sub-tasks of Semantic Segmentation →

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (6 filed under another area). All sub-tasks of Classification →

Code Generation

27 benchmarks · 745 papers with code

Code Documentation Generation

7 benchmarks · 7 papers with code

Code Translation

2 benchmarks · 54 papers with code

Class-level Code Generation

1 benchmark · 4 papers with code

GitHub issue resolution

0 benchmarks · 6 papers with code

Library-Oriented Code Generation

0 benchmarks · 4 papers with code

5 shown of 5 sub-tasks.

Text Generation

20 benchmarks · 2,047 papers with code

Data-to-Text Generation

26 benchmarks · 112 papers with code

Dialogue Generation

13 benchmarks · 265 papers with code

Table-to-Text Generation

8 benchmarks · 43 papers with code

Code Documentation Generation

7 benchmarks · 7 papers with code

Multi-Document Summarization

5 benchmarks · 113 papers with code

5 shown of 25 sub-tasks (9 filed under another area). All sub-tasks of Text Generation →

Motion Synthesis

13 benchmarks · 126 papers with code

motion in-betweening

0 benchmarks · 7 papers with code

Motion Style Transfer

0 benchmarks · 6 papers with code

Temporal Human Motion Composition

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

Text-To-SQL

10 benchmarks · 209 papers with code

MMSQL performance

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Source Code Summarization

9 benchmarks · 39 papers with code

Method name prediction

1 benchmark · 15 papers with code

1 shown of 1 sub-task.

Code Search

7 benchmarks · 60 papers with code

Annotated Code Search

3 benchmarks · 2 papers with code

1 shown of 1 sub-task.

Code Documentation Generation

7 benchmarks · 7 papers with code

CodeSearchNet - Java

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Code Completion

6 benchmarks · 108 papers with code

OpenAPI code completion

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Physical Simulations

5 benchmarks · 52 papers with code

Neural Network simulation

0 benchmarks · 7 papers with code

Optical Tweezers Simulations

0 benchmarks · 1 paper with code

Liquid Simulation

0 benchmarks · 0 papers with code

3 shown of 3 sub-tasks.

Program Repair

4 benchmarks · 52 papers with code

Fault localization

0 benchmarks · 23 papers with code

Variable misuse

0 benchmarks · 11 papers with code

Exception type

0 benchmarks · 2 papers with code

Function-docstring mismatch

0 benchmarks · 1 paper with code

Swapped operands

0 benchmarks · 1 paper with code

5 shown of 6 sub-tasks. All sub-tasks of Program Repair →

Program Synthesis

3 benchmarks · 179 papers with code

Program Repair

4 benchmarks · 52 papers with code

Type prediction

3 benchmarks · 44 papers with code

Value prediction

1 benchmark · 21 papers with code

Enumerative Search

0 benchmarks · 5 papers with code

SQL Synthesis

0 benchmarks · 3 papers with code

5 shown of 5 sub-tasks.

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (13 filed under another area). All sub-tasks of 10-shot image generation →

Reinforcement Learning (RL)

2 benchmarks · 4,749 papers with code

3D Point Cloud Reinforcement Learning

1 benchmark · 2 papers with code

RoomEnv-v0

1 benchmark · 1 paper with code

RoomEnv-v1

1 benchmark · 1 paper with code

RoomEnv-v2

1 benchmark · 1 paper with code

Off-policy evaluation

0 benchmarks · 102 papers with code

5 shown of 6 sub-tasks. All sub-tasks of Reinforcement Learning (RL) →

Autonomous Vehicles

1 benchmark · 695 papers with code

Lane Detection

13 benchmarks · 103 papers with code

Traffic Sign Recognition

10 benchmarks · 43 papers with code

Pedestrian Detection

9 benchmarks · 132 papers with code

Pedestrian Attribute Recognition

8 benchmarks · 35 papers with code

Autonomous Driving

4 benchmarks · 2,091 papers with code

5 shown of 15 sub-tasks (6 filed under another area). All sub-tasks of Autonomous Vehicles →

Remote Sensing Image Classification

1 benchmark · 39 papers with code

Webcam (RGB) image classification

0 benchmarks · 3 papers with code

Sentinel-1 SAR processing

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Value prediction

1 benchmark · 21 papers with code

Body Mass Index (BMI) Prediction

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Deep Learning

0 benchmarks · 2,693 papers with code

Polynomial Neural Networks

0 benchmarks · 10 papers with code

1 shown of 1 sub-task.

NMT

0 benchmarks · 523 papers with code

Direct NMT

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Edge-computing

0 benchmarks · 223 papers with code

Device-Cloud Collaboration

0 benchmarks · 1 paper with code

Tiling & Deployment

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

0 benchmarks · 19 papers with code

Deblurring

17 benchmarks · 424 papers with code

1 shown of 1 sub-task (1 filed under another area).

Data Mining

0 benchmarks · 4 papers with code

Argument Mining

1 benchmark · 98 papers with code

Opinion Mining

1 benchmark · 64 papers with code

Sequential Pattern Mining

1 benchmark · 9 papers with code

CSV dialect detection

1 benchmark · 1 paper with code

cognitive diagnosis

0 benchmarks · 22 papers with code

5 shown of 7 sub-tasks (1 filed under another area). All sub-tasks of Data Mining →

0 benchmarks · 4 papers with code

Heuristic Search

0 benchmarks · 76 papers with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (9 filed under another area). All sub-tasks of 2D Classification →

Tasks with no parent task

34 tasks in Computer Code sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.