Browse State-of-the-Art › Knowledge Base

Knowledge Base

284 benchmarks 134 tasks 489 datasets 23,940 papers with code archive 2025-07-28

Syntology code harvested from 6,320 of the papers with code counted above at least one sample ran for 4,847 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 agrees here; 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

23 tasks in Knowledge Base 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.

Recommendation Systems (11)
Text Summarization (12)
Mathematical Reasoning (7)
Entity Alignment (1)
2D Human Pose Estimation (6)
Knowledge Graph Completion (4)
Knowledge Graphs (5)
Causal Inference (3)
10-shot image generation (21)
3D Absolute Human Pose Estimation (4)
Reinforcement Learning (RL) (6)
Breast Cancer Histology Image Classification (2)
Mathematical Question Answering (1)
Explainable Artificial Intelligence (XAI) (1)
Knowledge Graph Embedding (1)
1 Image, 2*2 Stitchi (12)
Large Language Model (3)
Symbolic Regression (1)
Data Integration (3)
Table annotation (6)
Literature Mining (1)
3D (38)
Cancer (10)

Recommendation Systems

55 benchmarks · 1,997 papers with code

Sequential Recommendation

13 benchmarks · 300 papers with code

Session-Based Recommendations

7 benchmarks · 84 papers with code

Multimodal Recommendation

5 benchmarks · 33 papers with code

Multi-Media Recommendation

4 benchmarks · 2 papers with code

Multi-modal Recommendation

3 benchmarks · 18 papers with code

5 shown of 11 sub-tasks (1 filed under another area). All sub-tasks of Recommendation Systems →

Text Summarization

37 benchmarks · 440 papers with code

Abstractive Text Summarization

15 benchmarks · 362 papers with code

Document Summarization

7 benchmarks · 226 papers with code

Multi-Document Summarization

5 benchmarks · 113 papers with code

Extractive Text Summarization

5 benchmarks · 34 papers with code

Long-Form Narrative Summarization

4 benchmarks · 4 papers with code

5 shown of 12 sub-tasks (6 filed under another area). All sub-tasks of Text Summarization →

Mathematical Reasoning

10 benchmarks · 395 papers with code

Math Word Problem Solving

13 benchmarks · 80 papers with code

Formal Logic

1 benchmark · 20 papers with code

Abstract Algebra

1 benchmark · 6 papers with code

Mathematical Induction

1 benchmark · 4 papers with code

High School Mathematics

1 benchmark · 1 paper with code

5 shown of 7 sub-tasks (2 filed under another area). All sub-tasks of Mathematical Reasoning →

Entity Alignment

10 benchmarks · 117 papers with code

Multi-modal Entity Alignment

8 benchmarks · 14 papers with code

1 shown of 1 sub-task.

2D Human Pose Estimation

10 benchmarks · 68 papers with code

Action Anticipation

8 benchmarks · 49 papers with code

Style Transfer

3 benchmarks · 759 papers with code

3D Face Animation

3 benchmarks · 25 papers with code

Community Question Answering

2 benchmarks · 50 papers with code

Semi-Supervised Human Pose Estimation

2 benchmarks · 3 papers with code

5 shown of 6 sub-tasks (3 filed under another area). All sub-tasks of 2D Human Pose Estimation →

Knowledge Graph Completion

7 benchmarks · 251 papers with code

Inductive knowledge graph completion

3 benchmarks · 14 papers with code

Triple Classification

1 benchmark · 23 papers with code

Large Language Model

0 benchmarks · 2,250 papers with code

Inductive Relation Prediction

0 benchmarks · 11 papers with code

4 shown of 4 sub-tasks (2 filed under another area).

Knowledge Graphs

4 benchmarks · 1,273 papers with code

Knowledge Graph Completion

7 benchmarks · 251 papers with code

Complex Query Answering

6 benchmarks · 22 papers with code

Open Knowledge Graph Canonicalization

1 benchmark · 2 papers with code

Person-Centric Knowledge Graphs

0 benchmarks · 1 paper with code

Relational Pattern Learning

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks.

Causal Inference

3 benchmarks · 575 papers with code

Heterogeneous Treatment Effect Estimation

1 benchmark · 19 papers with code

Counterfactual Inference

0 benchmarks · 64 papers with code

IHDP-CATE

0 benchmarks · 0 papers with code

3 shown of 3 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 (15 filed under another area). All sub-tasks of 10-shot image generation →

3D Absolute Human Pose Estimation

3 benchmarks · 9 papers with code

3D Face Animation

3 benchmarks · 25 papers with code

3D Human Shape Estimation

2 benchmarks · 19 papers with code

Image to 3D

0 benchmarks · 54 papers with code

Text-to-Face Generation

0 benchmarks · 5 papers with code

4 shown of 4 sub-tasks (3 filed under another area).

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) →

Breast Cancer Histology Image Classification

2 benchmarks · 12 papers with code

Breast Cancer Detection

4 benchmarks · 40 papers with code

Breast Cancer Histology Image Classification (20% labels)

1 benchmark · 1 paper with code

2 shown of 2 sub-tasks.

Mathematical Question Answering

2 benchmarks · 9 papers with code

Math Word Problem Solving

13 benchmarks · 80 papers with code

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

Explainable Artificial Intelligence (XAI)

1 benchmark · 296 papers with code

Slice Discovery

0 benchmarks · 6 papers with code

1 shown of 1 sub-task.

Knowledge Graph Embedding

1 benchmark · 220 papers with code

Open Knowledge Graph Embedding

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

1 Image, 2*2 Stitchi

1 benchmark · 3 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Virtual Try-on

9 benchmarks · 114 papers with code

Style Transfer

3 benchmarks · 759 papers with code

5 shown of 12 sub-tasks (10 filed under another area). All sub-tasks of 1 Image, 2*2 Stitchi →

Large Language Model

0 benchmarks · 2,250 papers with code

Knowledge Graphs

4 benchmarks · 1,273 papers with code

RAG

1 benchmark · 758 papers with code

AI Agent

0 benchmarks · 111 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Symbolic Regression

0 benchmarks · 155 papers with code

Equation Discovery

0 benchmarks · 34 papers with code

1 shown of 1 sub-task.

Data Integration

0 benchmarks · 130 papers with code

Entity Resolution

11 benchmarks · 55 papers with code

Entity Alignment

10 benchmarks · 117 papers with code

Table annotation

0 benchmarks · 23 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Table annotation

0 benchmarks · 23 papers with code

Column Type Annotation

12 benchmarks · 19 papers with code

Cell Entity Annotation

5 benchmarks · 6 papers with code

Columns Property Annotation

4 benchmarks · 5 papers with code

Row Annotation

1 benchmark · 1 paper with code

Table Type Detection

1 benchmark · 1 paper with code

5 shown of 6 sub-tasks. All sub-tasks of Table annotation →

Literature Mining

0 benchmarks · 7 papers with code

Systematic Literature Review

0 benchmarks · 49 papers with code

1 shown of 1 sub-task.

3D

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Depth Estimation

14 benchmarks · 1,029 papers with code

3D Reconstruction

10 benchmarks · 793 papers with code

3D Face Reconstruction

9 benchmarks · 83 papers with code

5 shown of 38 sub-tasks (20 filed under another area). All sub-tasks of 3D →

Cancer

0 benchmarks · 0 papers with code

Breast Cancer Detection

4 benchmarks · 40 papers with code

Lung Cancer Diagnosis

2 benchmarks · 16 papers with code

Breast Cancer Histology Image Classification

2 benchmarks · 12 papers with code

Skin Cancer Classification

1 benchmark · 15 papers with code

Classification Of Breast Cancer Histology Images

0 benchmarks · 5 papers with code

5 shown of 10 sub-tasks. All sub-tasks of Cancer →

Tasks with no parent task

24 tasks in Knowledge Base 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.

The archive's category table says 136 tasks; 134 task rows carry this area name.

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