Browse SoTA > Natural Language Processing

Natural Language Processing

2083 benchmarks • 676 tasks • 2043 datasets • 31501 papers with code

Representation Learning

Representation Learning

  16 benchmarks
3742 papers with code

Disentanglement

  3 benchmarks
581 papers with code

Graph Representation Learning

  2 benchmarks
383 papers with code

Sentence Embeddings

  3 benchmarks
222 papers with code

Network Embedding

153 papers with code
See all 17 tasks

Classification

Classification

  327 benchmarks
3277 papers with code

Text Classification

  180 benchmarks
1112 papers with code

Graph Classification

  69 benchmarks
383 papers with code

Audio Classification

  23 benchmarks
136 papers with code

Medical Image Classification

  8 benchmarks
125 papers with code
See all 19 tasks

Language Modelling

Language Modelling

  64 benchmarks
4614 papers with code

XLM-R

92 papers with code

Long-range modeling

  2 benchmarks
48 papers with code

Protein Language Model

  1 benchmark
26 papers with code

Sentence Pair Modeling

  8 benchmarks
6 papers with code
See all 7 tasks

Retrieval

Retrieval

  5 benchmarks
3907 papers with code

Deep Hashing

52 papers with code

Table Retrieval

  1 benchmark
13 papers with code

NLP based Person Retrival

Decoder

3534 papers with code

Question Answering

Question Answering

  227 benchmarks
2933 papers with code

Open-Ended Question Answering

209 papers with code

Open-Domain Question Answering

  15 benchmarks
201 papers with code

Conversational Question Answering

  1 benchmark
62 papers with code

Answer Selection

  6 benchmarks
47 papers with code
See all 19 tasks

Translation

Translation

  2 benchmarks
3203 papers with code

Image Generation

Image Generation

  224 benchmarks
2017 papers with code

Image-to-Image Translation

  60 benchmarks
492 papers with code

Text-to-Image Generation

  14 benchmarks
282 papers with code

Image Inpainting

  17 benchmarks
277 papers with code

Conditional Image Generation

  10 benchmarks
133 papers with code
See all 22 tasks

Data Augmentation

Data Augmentation

  3 benchmarks
2551 papers with code

Image Augmentation

  1 benchmark
102 papers with code

Text Augmentation

34 papers with code

Machine Translation

Machine Translation

  97 benchmarks
2162 papers with code

Transliteration

45 papers with code

Multimodal Machine Translation

  7 benchmarks
35 papers with code

Bilingual Lexicon Induction

34 papers with code

Unsupervised Machine Translation

  9 benchmarks
32 papers with code
See all 9 tasks

Text Generation

Text Generation

  126 benchmarks
1510 papers with code

Dialogue Generation

  14 benchmarks
231 papers with code

Data-to-Text Generation

  42 benchmarks
105 papers with code

Multi-Document Summarization

  5 benchmarks
94 papers with code

Text Style Transfer

  3 benchmarks
81 papers with code
See all 27 tasks

Knowledge Graph Completion

Knowledge Graphs

  51 benchmarks
979 papers with code

Large Language Model

  21 benchmarks
865 papers with code

Triple Classification

  1 benchmark
21 papers with code

Inductive knowledge graph completion

  24 benchmarks
11 papers with code

Inductive Relation Prediction

10 papers with code

Large Language Model

Knowledge Graphs

  51 benchmarks
979 papers with code

Large Language Model

  21 benchmarks
865 papers with code

2D Semantic Segmentation

Image Segmentation

  3 benchmarks
1526 papers with code

Text Style Transfer

  3 benchmarks
81 papers with code

Scene Parsing

  60 benchmarks
76 papers with code

2D Semantic Segmentation

  96 benchmarks
38 papers with code

Reflection Removal

  5 benchmarks
29 papers with code
See all 15 tasks

Text Classification

Text Classification

  180 benchmarks
1112 papers with code

Document Classification

  19 benchmarks
212 papers with code

Topic Models

  9 benchmarks
210 papers with code

Sentence Classification

  6 benchmarks
105 papers with code

Emotion Classification

  10 benchmarks
95 papers with code
See all 17 tasks

Visual Question Answering (VQA)

Visual Question Answering (VQA)

  102 benchmarks
777 papers with code

Visual Question Answering

  20 benchmarks
676 papers with code

Machine Reading Comprehension

  4 benchmarks
197 papers with code

Chart Question Answering

  3 benchmarks
17 papers with code

Embodied Question Answering

9 papers with code
See all 8 tasks

Named Entity Recognition (NER)

Named Entity Recognition (NER)

  112 benchmarks
894 papers with code

NER

  4 benchmarks
583 papers with code

Nested Named Entity Recognition

  6 benchmarks
44 papers with code

Chinese Named Entity Recognition

  7 benchmarks
37 papers with code

Few-shot NER

  4 benchmarks
35 papers with code
See all 14 tasks

Sentiment Analysis

Sentiment Analysis

  91 benchmarks
1301 papers with code

Aspect-Based Sentiment Analysis (ABSA)

  33 benchmarks
167 papers with code

Multimodal Sentiment Analysis

  5 benchmarks
74 papers with code

Aspect Sentiment Triplet Extraction

  3 benchmarks
26 papers with code

Twitter Sentiment Analysis

  1 benchmark
13 papers with code
See all 16 tasks

Few-Shot Learning

Few-Shot Learning

  64 benchmarks
1060 papers with code

One-Shot Learning

  1 benchmark
93 papers with code

Few-Shot Semantic Segmentation

  16 benchmarks
77 papers with code

Cross-Domain Few-Shot

  10 benchmarks
56 papers with code

Unsupervised Few-Shot Learning

12 papers with code
See all 13 tasks

Word Embeddings

Word Embeddings

1113 papers with code

Learning Word Embeddings

23 papers with code

Multilingual Word Embeddings

19 papers with code

Embeddings Evaluation

8 papers with code

Contextualised Word Representations

4 papers with code

Optical Character Recognition (OCR)

Active Learning

  3 benchmarks
766 papers with code

Optical Character Recognition (OCR)

  15 benchmarks
316 papers with code

Handwriting Recognition

  6 benchmarks
50 papers with code

Handwritten Digit Recognition

  1 benchmark
23 papers with code

Irregular Text Recognition

5 papers with code
See all 10 tasks

Continual Learning

Continual Learning

  57 benchmarks
842 papers with code

Class Incremental Learning

  25 benchmarks
212 papers with code

Continual Named Entity Recognition

  3 benchmarks
3 papers with code

unsupervised class-incremental learning

2 papers with code

Text Summarization

Text Summarization

  86 benchmarks
373 papers with code

Abstractive Text Summarization

  22 benchmarks
328 papers with code

Document Summarization

  9 benchmarks
197 papers with code

Multi-Document Summarization

  5 benchmarks
94 papers with code

Opinion Summarization

35 papers with code
See all 13 tasks

Information Retrieval

Information Retrieval

  16 benchmarks
869 papers with code

Passage Retrieval

  4 benchmarks
111 papers with code

TAR

26 papers with code

Cross-Lingual Information Retrieval

13 papers with code

Table Search

6 papers with code
See all 6 tasks

Relation Extraction

Relation Extraction

  95 benchmarks
673 papers with code

Relation Classification

  12 benchmarks
141 papers with code

Document-level Relation Extraction

  3 benchmarks
58 papers with code

Joint Entity and Relation Extraction

  16 benchmarks
55 papers with code

Temporal Relation Extraction

  4 benchmarks
18 papers with code
See all 16 tasks

Inductive knowledge graph completion

Large Language Model

  21 benchmarks
865 papers with code

Link Prediction

Link Prediction

  91 benchmarks
817 papers with code

Inductive Link Prediction

  3 benchmarks
19 papers with code

Dynamic Link Prediction

  9 benchmarks
15 papers with code

Hyperedge Prediction

9 papers with code

Anchor link prediction

1 papers with code
See all 7 tasks

Natural Language Inference

Natural Language Inference

  43 benchmarks
741 papers with code

Answer Generation

  2 benchmarks
60 papers with code

Visual Entailment

  3 benchmarks
29 papers with code

Cross-Lingual Natural Language Inference

  4 benchmarks
16 papers with code

Reading Comprehension

Reading Comprehension

  28 benchmarks
570 papers with code

Machine Reading Comprehension

  4 benchmarks
197 papers with code

Intent Recognition

  4 benchmarks
18 papers with code

Implicit Relations

  1 benchmark
17 papers with code

LAMBADA

  1 benchmark
12 papers with code
See all 20 tasks

Active Learning

Active Learning

  3 benchmarks
766 papers with code

Active Object Detection

  2 benchmarks
4 papers with code

Emotion Recognition

Emotion Recognition

  56 benchmarks
469 papers with code

Speech Emotion Recognition

  18 benchmarks
101 papers with code

Emotion Recognition in Conversation

  12 benchmarks
73 papers with code

Multimodal Emotion Recognition

  3 benchmarks
58 papers with code

Emotion-Cause Pair Extraction

  2 benchmarks
19 papers with code
See all 13 tasks

Natural Language Understanding

Natural Language Understanding

  6 benchmarks
673 papers with code

Vietnamese Social Media Text Processing

8 papers with code

Emotional Dialogue Acts

2 papers with code

Image Captioning

Image Captioning

  38 benchmarks
620 papers with code

3D dense captioning

9 papers with code

controllable image captioning

6 papers with code

Aesthetic Image Captioning

2 papers with code

Relational Captioning

  1 benchmark
2 papers with code
See all 8 tasks

Semantic Textual Similarity

Semantic Textual Similarity

  23 benchmarks
563 papers with code

Paraphrase Identification

  10 benchmarks
72 papers with code

Cross-Lingual Semantic Textual Similarity

3 papers with code

Event Extraction

NER

  4 benchmarks
583 papers with code

Event Causality Identification

8 papers with code

Zero-shot Event Extraction

3 papers with code

Dialogue

Dialogue Generation

  14 benchmarks
231 papers with code

Dialogue State Tracking

  7 benchmarks
127 papers with code

Task-Oriented Dialogue Systems

  6 benchmarks
121 papers with code

Visual Dialog

  8 benchmarks
54 papers with code

Dialogue Understanding

  19 benchmarks
29 papers with code
See all 22 tasks

Coreference Resolution

Coreference Resolution

  18 benchmarks
265 papers with code

coreference-resolution

  2 benchmarks
192 papers with code

Cross Document Coreference Resolution

10 papers with code

In-Context Learning

In-Context Learning

458 papers with code

Semantic Parsing

Semantic Parsing

  37 benchmarks
383 papers with code

AMR Parsing

  8 benchmarks
49 papers with code

Semantic Dependency Parsing

  3 benchmarks
14 papers with code

DRS Parsing

  2 benchmarks
5 papers with code

UCCA Parsing

  2 benchmarks
4 papers with code
See all 6 tasks

Sentence Pair Modeling

Semantic Similarity

  8 benchmarks
421 papers with code

Conformal Prediction

154 papers with code

Text Simplification

  11 benchmarks
119 papers with code

Music Source Separation

  3 benchmarks
53 papers with code

Decision Making Under Uncertainty

45 papers with code

Audio Source Separation

  8 benchmarks
44 papers with code
See all 9 tasks

Chatbot

Dialogue Generation

  14 benchmarks
231 papers with code

Chatbot

  15 benchmarks
174 papers with code

Code Generation

Code Generation

  26 benchmarks
346 papers with code

Code Translation

  2 benchmarks
40 papers with code

Code Documentation Generation

  7 benchmarks
6 papers with code

Class-level Code Generation

  1 benchmark
2 papers with code

Library-Oriented Code Generation

2 papers with code

Sentence Embeddings

Sentence Embeddings

  3 benchmarks
222 papers with code

Sentence Embedding

133 papers with code

Sentence Compression

  1 benchmark
22 papers with code

Joint Multilingual Sentence Representations

2 papers with code

Sentence Embeddings For Biomedical Texts

  2 benchmarks
2 papers with code

Specificity

Specificity

353 papers with code

Dependency Parsing

Dependency Parsing

  18 benchmarks
323 papers with code

Transition-Based Dependency Parsing

12 papers with code

Prepositional Phrase Attachment

5 papers with code

Unsupervised Dependency Parsing

  1 benchmark
4 papers with code

Cross-lingual zero-shot dependency parsing

  1 benchmark
3 papers with code
See all 6 tasks

Information Extraction

Event Extraction

  12 benchmarks
137 papers with code

Extractive Summarization

106 papers with code

Joint Entity and Relation Extraction

  16 benchmarks
55 papers with code

Temporal Information Extraction

  10 benchmarks
16 papers with code

Document-level Event Extraction

  1 benchmark
15 papers with code
See all 15 tasks

Cross-Lingual

Cross-Lingual Transfer

  31 benchmarks
293 papers with code

Cross-Lingual Document Classification

  13 benchmarks
12 papers with code

Cross-Lingual Entity Linking

  1 benchmark
9 papers with code

Cross-Language Text Summarization

Cross-Lingual

Response Generation

Response Generation

  3 benchmarks
286 papers with code

Common Sense Reasoning

Common Sense Reasoning

  37 benchmarks
260 papers with code

Physical Commonsense Reasoning

  1 benchmark
6 papers with code

Riddle Sense

  2 benchmarks
5 papers with code

Winowhy

4 papers with code

Anachronisms

3 papers with code
See all 16 tasks

Memorization

Memorization

  1 benchmark
278 papers with code

Instruction Following

Instruction Following

  2 benchmarks
267 papers with code

visual instruction following

  1 benchmark
8 papers with code

Prompt Engineering

Prompt Engineering

  16 benchmarks
218 papers with code

Visual Prompting

33 papers with code

Data Integration

Entity Alignment

  17 benchmarks
106 papers with code

Data Integration

  55 benchmarks
73 papers with code

Entity Resolution

  15 benchmarks
50 papers with code

Table annotation

  23 benchmarks
20 papers with code

Entity Linking

Entity Linking

  25 benchmarks
240 papers with code

Question Generation

Question Generation

  9 benchmarks
225 papers with code

Poll Generation

  1 benchmark
3 papers with code

Topic Models

Topic Models

  9 benchmarks
210 papers with code

Topic coverage

  3 benchmarks
5 papers with code

Dynamic Topic Modeling

2 papers with code

Part-Of-Speech Tagging

Part-Of-Speech Tagging

  15 benchmarks
214 papers with code

Unsupervised Part-Of-Speech Tagging

1 papers with code

Mathematical Reasoning

Mathematical Reasoning

  20 benchmarks
119 papers with code

Math Word Problem Solving

  11 benchmarks
63 papers with code

Formal Logic

  1 benchmark
12 papers with code

Geometry Problem Solving

8 papers with code

Abstract Algebra

  1 benchmark
3 papers with code
See all 8 tasks

Open-Domain Question Answering

Open-Domain Question Answering

  15 benchmarks
201 papers with code

Abuse Detection

Hate Speech Detection

  19 benchmarks
169 papers with code

Abuse Detection

  19 benchmarks
30 papers with code

Open Information Extraction

Event Extraction

  12 benchmarks
137 papers with code

Open Information Extraction

  25 benchmarks
60 papers with code

Hate Speech Detection

Hate Speech Detection

  19 benchmarks
169 papers with code

Hope Speech Detection

  5 benchmarks
9 papers with code

Hate Speech Normalization

3 papers with code

Hate Speech Detection CrisisHateMM Benchmark

1 papers with code

Data Mining

Argument Mining

  7 benchmarks
85 papers with code

Opinion Mining

  1 benchmark
57 papers with code

Subgroup Discovery

15 papers with code

cognitive diagnosis

10 papers with code

Parallel Corpus Mining

8 papers with code
See all 7 tasks

Bias Detection

Selection bias

109 papers with code

Bias Detection

  5 benchmarks
55 papers with code

Word Sense Disambiguation

Word Sense Disambiguation

  16 benchmarks
144 papers with code

Word Sense Induction

  1 benchmark
19 papers with code

Language Identification

Language Identification

  7 benchmarks
123 papers with code

Dialect Identification

32 papers with code

Native Language Identification

  1 benchmark
5 papers with code

Relation Classification

Relation Classification

  12 benchmarks
141 papers with code

Few-Shot Relation Classification

  4 benchmarks
10 papers with code

Implicit Discourse Relation Classification

6 papers with code

Cause-Effect Relation Classification

1 papers with code

Entity Resolution

Blocking

  5 benchmarks
102 papers with code

Entity Resolution

  15 benchmarks
50 papers with code

Fake News Detection

Fake News Detection

  9 benchmarks
152 papers with code

Relational Reasoning

Relational Reasoning

  1 benchmark
149 papers with code

Semantic Role Labeling

Semantic Role Labeling

  12 benchmarks
132 papers with code

Predicate Detection

  3 benchmarks
8 papers with code

Semantic Role Labeling (predicted predicates)

  2 benchmarks
4 papers with code

Textual Analogy Parsing

2 papers with code

Slot Filling

Slot Filling

  16 benchmarks
129 papers with code

Zero-shot Slot Filling

  3 benchmarks
10 papers with code

Extracting COVID-19 Events from Twitter

  1 benchmark
2 papers with code

Grammatical Error Correction

Grammatical Error Correction

  16 benchmarks
123 papers with code

Grammatical Error Detection

  4 benchmarks
17 papers with code

Text Matching

Text Matching

137 papers with code

Document Text Classification

Learning with noisy labels

  18 benchmarks
122 papers with code

Multi-Label Classification Of Biomedical Texts

  1 benchmark
4 papers with code

Political Salient Issue Orientation Detection

  1 benchmark
1 papers with code

POS Tagging

POS Tagging

126 papers with code

Deep Clustering

Deep Clustering

  5 benchmarks
116 papers with code

Trajectory Clustering

5 papers with code

Deep Nonparametric Clustering

1 papers with code

NONPARAMETRIC DEEP CLUSTERING

1 papers with code

Dialogue Understanding

Spoken Language Understanding

  17 benchmarks
119 papers with code

Dialogue Safety Prediction

  2 benchmarks
2 papers with code

Stance Detection

Stance Detection

  22 benchmarks
106 papers with code

Zero-Shot Stance Detection

8 papers with code

Few-Shot Stance Detection

4 papers with code

Stance Detection (US Election 2020 - Biden)

  1 benchmark
1 papers with code

Stance Detection (US Election 2020 - Trump)

  1 benchmark
1 papers with code

Text Simplification

Text Simplification

  11 benchmarks
119 papers with code

Entity Alignment

Entity Alignment

  17 benchmarks
106 papers with code

Multi-modal Entity Alignment

  7 benchmarks
10 papers with code

Intent Detection

Intent Detection

  34 benchmarks
110 papers with code

Open Intent Detection

  17 benchmarks
6 papers with code

Word Similarity

Word Similarity

112 papers with code

Text-To-Speech Synthesis

Text-To-Speech Synthesis

  7 benchmarks
93 papers with code

Prosody Prediction

  1 benchmark
2 papers with code

Zero-Shot Multi-Speaker TTS

2 papers with code

Cross-Lingual Transfer

Zero-Shot Cross-Lingual Transfer

  2 benchmarks
72 papers with code

Cross-Lingual NER

  28 benchmarks
23 papers with code

Emotion Classification

Emotion Classification

  10 benchmarks
95 papers with code

Intent Classification

Intent Classification

  4 benchmarks
95 papers with code

Document AI

document understanding

77 papers with code

Document AI

  1 benchmark
17 papers with code

Fact Verification

Fact Verification

  3 benchmarks
94 papers with code

Language Acquisition

Language Acquisition

  1 benchmark
69 papers with code

Grounded language learning

23 papers with code

Entity Typing

Entity Typing

  8 benchmarks
89 papers with code

Entity Typing on DH-KGs

1 papers with code

Constituency Parsing

Constituency Parsing

  5 benchmarks
74 papers with code

Constituency Grammar Induction

  1 benchmark
15 papers with code

Self-Learning

Self-Learning

89 papers with code

Ad-Hoc Information Retrieval

Document Ranking

  2 benchmarks
59 papers with code

Ad-Hoc Information Retrieval

  3 benchmarks
28 papers with code

Cross-Modal Retrieval

Image-text matching

  1 benchmark
83 papers with code

multilingual cross-modal retrieval

2 papers with code

Zero-shot Composed Person Retrieval

  1 benchmark
1 papers with code

Cross-Modal Retrieval on RSITMD

Model Editing

Model Editing

  1 benchmark
54 papers with code

knowledge editing

  1 benchmark
32 papers with code

Word Alignment

Word Alignment

  7 benchmarks
85 papers with code

Open-Domain Dialog

Dialogue Evaluation

  2 benchmarks
49 papers with code

Open-Domain Dialog

  3 benchmarks
32 papers with code

Novelty Detection

Novelty Detection

77 papers with code

Multimodal Deep Learning

Multimodal Deep Learning

  16 benchmarks
67 papers with code

Multimodal Text and Image Classification

  15 benchmarks
5 papers with code

Multi-Label Text Classification

Multi-Label Text Classification

  20 benchmarks
72 papers with code

Paraphrase Identification

Paraphrase Identification

  10 benchmarks
72 papers with code

Text-to-Image Generation

Text-based Image Editing

  1 benchmark
22 papers with code

text-guided-image-editing

22 papers with code

Zero-Shot Text-to-Image Generation

11 papers with code

Concept Alignment

9 papers with code

Conditional Text-to-Image Synthesis

  2 benchmarks
6 papers with code
See all 7 tasks

Discourse Parsing

Discourse Parsing

  4 benchmarks
53 papers with code

Discourse Segmentation

14 papers with code

Connective Detection

2 papers with code

GSM8K

GSM8K

69 papers with code

Chunking

Chunking

  5 benchmarks
68 papers with code

Shallow Syntax

Chunking

  5 benchmarks
68 papers with code

Sarcasm Detection

Sarcasm Detection

  9 benchmarks
65 papers with code

De-identification

De-identification

38 papers with code

Privacy Preserving Deep Learning

26 papers with code

Explanation Generation

Explanation Generation

  5 benchmarks
64 papers with code

Morphological Analysis

Morphological Analysis

62 papers with code

Aspect-Based Sentiment Analysis (ABSA)

Aspect Extraction

  6 benchmarks
33 papers with code

Aspect Category Sentiment Analysis

  1 benchmark
10 papers with code

Extract Aspect

  1 benchmark
10 papers with code

Aspect-Category-Opinion-Sentiment Quadruple Extraction

  4 benchmarks
4 papers with code

Aspect-oriented Opinion Extraction

  1 benchmark
4 papers with code
See all 8 tasks

Document Ranking

Document Ranking

  2 benchmarks
59 papers with code

Session Search

2 papers with code

Lemmatization

Lemmatization

61 papers with code

molecular representation

molecular representation

61 papers with code

Chinese

Chinese Word Segmentation

  6 benchmarks
48 papers with code

Handwritten Chinese Text Recognition

3 papers with code

Chinese Spelling Error Correction

2 papers with code

Chinese Zero Pronoun Resolution

2 papers with code

Offline Handwritten Chinese Character Recognition

2 papers with code
See all 6 tasks

Conversational Search

Conversational Search

57 papers with code

Entity Disambiguation

Entity Disambiguation

  11 benchmarks
57 papers with code

Text-to-Video Generation

Text-to-Video Generation

  6 benchmarks
49 papers with code

Text-to-Video Editing

4 papers with code

Subject-driven Video Generation

Source Code Summarization

Source Code Summarization

  10 benchmarks
37 papers with code

Method name prediction

  1 benchmark
14 papers with code

Speech-to-Text Translation

Speech-to-Text Translation

  10 benchmarks
49 papers with code

Simultaneous Speech-to-Text Translation

1 papers with code

Authorship Attribution

Authorship Attribution

50 papers with code

Text Clustering

Text Clustering

  17 benchmarks
31 papers with code

Short Text Clustering

  8 benchmarks
14 papers with code

Open Intent Discovery

  6 benchmarks
4 papers with code

AMR Parsing

AMR Parsing

  8 benchmarks
49 papers with code

Dialogue Evaluation

Dialogue Evaluation

  2 benchmarks
49 papers with code

Keyphrase Extraction

Keyphrase Extraction

  6 benchmarks
47 papers with code

Linguistic Acceptability

Linguistic Acceptability

  5 benchmarks
47 papers with code

Table annotation

Table annotation

  23 benchmarks
20 papers with code

Column Type Annotation

  12 benchmarks
15 papers with code

Cell Entity Annotation

  5 benchmarks
6 papers with code

Columns Property Annotation

  4 benchmarks
4 papers with code

Row Annotation

  1 benchmark
1 papers with code
See all 7 tasks

Abusive Language

Abusive Language

45 papers with code

Data-to-Text Generation

Visual Storytelling

  3 benchmarks
25 papers with code

KG-to-Text Generation

  11 benchmarks
17 papers with code

Unsupervised KG-to-Text Generation

  4 benchmarks
2 papers with code

Few-Shot Text Classification

Few-Shot Text Classification

  8 benchmarks
42 papers with code

Zero-Shot Out-of-Domain Detection

1 papers with code

Term Extraction

Term Extraction

  2 benchmarks
40 papers with code

Text2text Generation

Keyphrase Generation

36 papers with code

Figurative Language Visualization

1 papers with code

Sketch-to-text Generation

1 papers with code

Protein Folding

Protein Folding

38 papers with code

Phrase Grounding

Phrase Grounding

  5 benchmarks
36 papers with code

Grounded Open Vocabulary Acquisition

1 papers with code

Deep Attention

Deep Attention

37 papers with code

Morphological Inflection

Morphological Inflection

37 papers with code

Multilingual NLP

Multilingual NLP

37 papers with code

Word Translation

Word Translation

35 papers with code

Spam detection

Spam detection

  3 benchmarks
32 papers with code

Context-specific Spam Detection

  1 benchmark
1 papers with code

Traditional Spam Detection

  1 benchmark
1 papers with code

Summarization

Unsupervised Extractive Summarization

  3 benchmarks
18 papers with code

Query-focused Summarization

13 papers with code

Summarization

  10 benchmarks
3 papers with code

Natural Language Transduction

Lipreading

  7 benchmarks
31 papers with code

Natural Language Transduction

  7 benchmarks
2 papers with code

Knowledge Base Population

Knowledge Base Population

  1 benchmark
32 papers with code

Conversational Response Selection

Conversational Response Selection

  13 benchmarks
31 papers with code

Cross-Lingual Word Embeddings

Cross-Lingual Word Embeddings

31 papers with code

Passage Ranking

Passage Ranking

  1 benchmark
30 papers with code

text annotation

text annotation

30 papers with code

Cloze Test

Cloze Test

  2 benchmarks
28 papers with code

Image-to-Text Retrieval

Image-to-Text Retrieval

  8 benchmarks
28 papers with code

Key Information Extraction

Key Information Extraction

  6 benchmarks
28 papers with code

Biomedical Information Retrieval

PICO

  1 benchmark
25 papers with code

SpO2 estimation

  3 benchmarks
2 papers with code

Authorship Verification

Authorship Verification

27 papers with code

Cross-Lingual Document Classification

News Classification

  3 benchmarks
27 papers with code

Automated Essay Scoring

Automated Essay Scoring

  1 benchmark
26 papers with code

Graph-to-Sequence

Graph-to-Sequence

  2 benchmarks
26 papers with code

Keyword Extraction

Keyword Extraction

  3 benchmarks
25 papers with code

Story Generation

Visual Storytelling

  3 benchmarks
25 papers with code

Multimodal Association

multimodal generation

  1 benchmark
21 papers with code

Multimodal Association

  1 benchmark
3 papers with code

Sentence Summarization

Sentence Summarization

19 papers with code

Unsupervised Sentence Summarization

5 papers with code

Argument Mining

Key Point Matching

10 papers with code

Component Classification

  1 benchmark
7 papers with code

Argument Pair Extraction (APE)

  1 benchmark
4 papers with code

Claim Extraction with Stance Classification (CESC)

  1 benchmark
1 papers with code

Claim-Evidence Pair Extraction (CEPE)

  1 benchmark
1 papers with code
See all 6 tasks

Temporal Processing

Temporal Information Extraction

  10 benchmarks
16 papers with code

Timex normalization

  2 benchmarks
5 papers with code

Document Dating

  2 benchmarks
2 papers with code

Meme Classification

Meme Classification

  3 benchmarks
20 papers with code

Hateful Meme Classification

  1 benchmark
3 papers with code

Morphological Tagging

Morphological Tagging

23 papers with code

nlg evaluation

nlg evaluation

23 papers with code

Weakly Supervised Classification

Weakly Supervised Classification

  2 benchmarks
21 papers with code

Weakly Supervised Data Denoising

1 papers with code

Entity Extraction using GAN

Entity Extraction using GAN

22 papers with code

Rumour Detection

Rumour Detection

  1 benchmark
22 papers with code

Semantic Composition

Semantic Composition

20 papers with code

Sentence Ordering

Sentence Ordering

20 papers with code

Comment Generation

Comment Generation

19 papers with code

Lexical Simplification

Lexical Simplification

19 papers with code

Word Sense Induction

Word Sense Induction

  1 benchmark
19 papers with code

Token Classification

Toxic Spans Detection

17 papers with code

Blackout Poetry Generation

  1 benchmark
1 papers with code

Passage Re-Ranking

Passage Re-Ranking

  2 benchmarks
18 papers with code

Semantic Retrieval

Semantic Retrieval

  1 benchmark
18 papers with code

Subjectivity Analysis

Subjectivity Analysis

  2 benchmarks
18 papers with code

Emotional Intelligence

Emotional Intelligence

  2 benchmarks
9 papers with code

SNARKS

4 papers with code

Dark Humor Detection

  1 benchmark
2 papers with code

Ruin Names

2 papers with code

Taxonomy Learning

Taxonomy Expansion

10 papers with code

Hypernym Discovery

  3 benchmarks
7 papers with code

Taxonomy Learning

Conversational Response Generation

Conversational Response Generation

  1 benchmark
16 papers with code

Personalized and Emotional Conversation

  1 benchmark
1 papers with code

KG-to-Text Generation

KG-to-Text Generation

  11 benchmarks
17 papers with code

Review Generation

Review Generation

17 papers with code

Sentence-Pair Classification

Sentence-Pair Classification

17 papers with code

Lexical Normalization

Lexical Normalization

  1 benchmark
15 papers with code

Pronunciation Dictionary Creation

1 papers with code

Negation Detection

Negation Detection

  4 benchmarks
12 papers with code

Negation Scope Resolution

  4 benchmarks
4 papers with code

Question Similarity

Question Similarity

  1 benchmark
15 papers with code

Medical question pair similarity computation

1 papers with code

Goal-Oriented Dialog

User Simulation

16 papers with code

Intent Discovery

Intent Discovery

  3 benchmarks
16 papers with code

Propaganda detection

Propaganda detection

13 papers with code

Propaganda span identification

1 papers with code

Propaganda technique identification

1 papers with code

Lexical Analysis

Lexical Complexity Prediction

8 papers with code

Lexical Analysis

7 papers with code

Conversational Question Answering

Question Rewriting

15 papers with code

Punctuation Restoration

Punctuation Restoration

15 papers with code

Reverse Dictionary

Reverse Dictionary

15 papers with code

Humor Detection

Humor Detection

  1 benchmark
14 papers with code

Legal Reasoning

Legal Reasoning

  2 benchmarks
14 papers with code

Meeting Summarization

Meeting Summarization

  2 benchmarks
14 papers with code

Table-based Fact Verification

Table-based Fact Verification

  1 benchmark
14 papers with code

Attribute Value Extraction

Attribute Value Extraction

13 papers with code

Long-Context Understanding

Long-Context Understanding

  2 benchmarks
13 papers with code

Pretrained Multilingual Language Models

Pretrained Multilingual Language Models

13 papers with code

Text Style Transfer

Formality Style Transfer

  1 benchmark
10 papers with code

Semi-Supervised Formality Style Transfer

1 papers with code

Word Attribute Transfer

1 papers with code

Diachronic Word Embeddings

Diachronic Word Embeddings

12 papers with code

Hallucination Evaluation

Hallucination Evaluation

12 papers with code

Persian Sentiment Analysis

Transition-Based Dependency Parsing

12 papers with code

Clinical Concept Extraction

Clinical Concept Extraction

  1 benchmark
9 papers with code

Clinical Information Retreival

2 papers with code

Constrained Clustering

Only Connect Walls Dataset Task 1 (Grouping)

  1 benchmark
10 papers with code

Incremental Constrained Clustering

  2 benchmarks
1 papers with code

Aspect Category Detection

Aspect Category Detection

  4 benchmarks
11 papers with code

Dialog Act Classification

Dialog Act Classification

  1 benchmark
11 papers with code

Extreme Summarization

Extreme Summarization

  4 benchmarks
11 papers with code

Recognizing Emotion Cause in Conversations

Causal Emotion Entailment

  1 benchmark
8 papers with code

Recognizing Emotion Cause in Conversations

  3 benchmarks
2 papers with code

Nested Mention Recognition

Nested Mention Recognition

  2 benchmarks
10 papers with code

Relationship Extraction (Distant Supervised)

Relationship Extraction (Distant Supervised)

  2 benchmarks
10 papers with code

Binary Classification

LLM-generated Text Detection

4 papers with code

Cancer-no cancer per breast classification

  2 benchmarks
2 papers with code

Cancer-no cancer per image classification

  1 benchmark
2 papers with code

Suspicous (BIRADS 4,5)-no suspicous (BIRADS 1,2,3) per image classification

  1 benchmark
1 papers with code

Cancer-no cancer per view classification

Clickbait Detection

Clickbait Detection

9 papers with code

Decipherment

Decipherment

9 papers with code

Semantic entity labeling

Semantic entity labeling

  1 benchmark
9 papers with code

Text Compression

Text Compression

9 papers with code

Handwriting Verification

Handwriting Verification

  3 benchmarks
5 papers with code

Bangla Spelling Error Correction

  1 benchmark
3 papers with code

CCG Supertagging

CCG Supertagging

  1 benchmark
8 papers with code

Gender Bias Detection

Gender Bias Detection

8 papers with code

Linguistic steganography

Linguistic steganography

8 papers with code

Probing Language Models

Probing Language Models

  1 benchmark
8 papers with code

Toponym Resolution

Toponym Resolution

8 papers with code

Abstractive Text Summarization

Timeline Summarization

  1 benchmark
5 papers with code

Multimodal Abstractive Text Summarization

  1 benchmark
2 papers with code

Reader-Aware Summarization

Visual Question Answering

Vietnamese Visual Question Answering

4 papers with code

Explanatory Visual Question Answering

  1 benchmark
3 papers with code

Code Repair

Code Repair

  1 benchmark
7 papers with code

Hypernym Discovery

Hypernym Discovery

  3 benchmarks
7 papers with code

Thai Word Segmentation

Thai Word Segmentation

  2 benchmarks
7 papers with code

Vietnamese Datasets

Vietnamese Datasets

7 papers with code

Stock Prediction

Text-Based Stock Prediction

4 papers with code

Event-Driven Trading

1 papers with code

PAIR TRADING

  2 benchmarks
1 papers with code

Multimodal Machine Translation

Face to Face Translation

4 papers with code

Multimodal Lexical Translation

  4 benchmarks
2 papers with code

Aggression Identification

Aggression Identification

6 papers with code

Arabic Sentiment Analysis

Arabic Sentiment Analysis

6 papers with code

Arabic Text Diacritization

Arabic Text Diacritization

  1 benchmark
6 papers with code

Commonsense Causal Reasoning

Commonsense Causal Reasoning

6 papers with code

Complex Word Identification

Complex Word Identification

6 papers with code

Fact Selection

Fact Selection

  1 benchmark
6 papers with code

Sign Language Production

Sign Language Production

6 papers with code

Suggestion mining

Suggestion mining

6 papers with code

Temporal Relation Extraction

Temporal Relation Classification

  4 benchmarks
6 papers with code

Vietnamese Word Segmentation

Vietnamese Word Segmentation

6 papers with code

Speculation Detection

Speculation Detection

  3 benchmarks
3 papers with code

Speculation Scope Resolution

  3 benchmarks
2 papers with code

Aspect Category Polarity

Aspect Category Polarity

  1 benchmark
5 papers with code

Cross-Lingual Bitext Mining

Cross-Lingual Bitext Mining

  4 benchmarks
5 papers with code

Morphological Disambiguation

Morphological Disambiguation

5 papers with code

Scientific Document Summarization

Lay Summarization

  2 benchmarks
5 papers with code

Text Attribute Transfer

Text Attribute Transfer

5 papers with code

Visual Storytelling

Image-guided Story Ending Generation

  2 benchmarks
5 papers with code

Abstract Argumentation

Abstract Argumentation

4 papers with code

Dialogue Rewriting

Dialogue Rewriting

  3 benchmarks
4 papers with code

Logical Reasoning Reading Comprehension

Logical Reasoning Reading Comprehension

4 papers with code

Multi-agent Integration

Multi-agent Integration

  1 benchmark
4 papers with code

Open Intent Discovery

Open Intent Discovery

  6 benchmarks
4 papers with code

Sentence Compression

Unsupervised Sentence Compression

4 papers with code

Stereotypical Bias Analysis

Stereotypical Bias Analysis

  1 benchmark
4 papers with code

Temporal Information Extraction

Temporal Tagging

  8 benchmarks
4 papers with code

Text Anonymization

Text Anonymization

4 papers with code

WNLI

WNLI

4 papers with code

Anaphora Resolution

Bridging Anaphora Resolution

2 papers with code

Abstract Anaphora Resolution

  1 benchmark
1 papers with code

Anaphora Resolution

Hope Speech Detection

Hope Speech Detection for English

  1 benchmark
1 papers with code

Hope Speech Detection for Malayalam

  1 benchmark
1 papers with code

Hope Speech Detection for Tamil

  1 benchmark
1 papers with code

Aspect Extraction

Hidden Aspect Detection

2 papers with code

Latent Aspect Detection

1 papers with code

Personality Generation

Personality Generation

2 papers with code

Personality Alignment

1 papers with code

Chinese Spell Checking

Chinese Spell Checking

  1 benchmark
3 papers with code

Cognate Prediction

Cognate Prediction

3 papers with code

Hate Speech Normalization

Hate Speech Normalization

3 papers with code

Japanese Word Segmentation

Japanese Word Segmentation

  1 benchmark
3 papers with code

Memex Question Answering

Memex Question Answering

  1 benchmark
3 papers with code

Polyphone disambiguation

Polyphone disambiguation

  1 benchmark
3 papers with code

Spelling Correction

Bangla Spelling Error Correction

  1 benchmark
3 papers with code

Table-to-Text Generation

KB-to-Language Generation

  1 benchmark
3 papers with code

Vietnamese Language Models

Vietnamese Language Models

3 papers with code

Zero-shot Sentiment Classification

Zero-shot Sentiment Classification

  1 benchmark
3 papers with code

Conditional Text Generation

Contextualized Literature-based Discovery

1 papers with code

Multimedia Generative Script Learning

1 papers with code

Multimodal Text and Image Classification

image-sentence alignment

  12 benchmarks
2 papers with code

Open-World Social Event Classification

Action Parsing

Action Parsing

2 papers with code

Author Attribution

Author Attribution

2 papers with code

Binary Condescension Detection

Binary Condescension Detection

  1 benchmark
2 papers with code

Chinese Spelling Error Correction

Chinese Spelling Error Correction

2 papers with code

Conversational Web Navigation

Conversational Web Navigation

  1 benchmark
2 papers with code

Croatian Text Diacritization

Croatian Text Diacritization

  1 benchmark
2 papers with code

Czech Text Diacritization

Czech Text Diacritization

  1 benchmark
2 papers with code

Definition Modelling

Definition Modelling

2 papers with code

Document-level Relation Extraction

Document-level RE with incomplete labeling

  2 benchmarks
2 papers with code

Domain Labelling

Domain Labelling

  1 benchmark
2 papers with code

French Text Diacritization

French Text Diacritization

  1 benchmark
2 papers with code

Hungarian Text Diacritization

Hungarian Text Diacritization

  1 benchmark
2 papers with code

Irish Text Diacritization

Irish Text Diacritization

  1 benchmark
2 papers with code

Latvian Text Diacritization

Latvian Text Diacritization

  1 benchmark
2 papers with code

Misogynistic Aggression Identification

Misogynistic Aggression Identification

2 papers with code

Morpheme Segmentaiton

Morpheme Segmentaiton

  1 benchmark
2 papers with code

Multi-label Condescension Detection

Multi-label Condescension Detection

  1 benchmark
2 papers with code

News Annotation

News Annotation

2 papers with code

Open Relation Modeling

Open Relation Modeling

2 papers with code

Personality Recognition in Conversation

Personality Recognition in Conversation

  1 benchmark
2 papers with code

Reading Order Detection

Reading Order Detection

  1 benchmark
2 papers with code

Record linking

Record linking

2 papers with code

Role-filler Entity Extraction

Role-filler Entity Extraction

  1 benchmark
2 papers with code

Romanian Text Diacritization

Romanian Text Diacritization

  1 benchmark
2 papers with code

Slovak Text Diacritization

Slovak Text Diacritization

  1 benchmark
2 papers with code

Spanish Text Diacritization

Spanish Text Diacritization

  1 benchmark
2 papers with code

Syntax Representation

Syntax Representation

2 papers with code

Text-to-video search

Text-to-video search

2 papers with code

Turkish Text Diacritization

Turkish Text Diacritization

  1 benchmark
2 papers with code

Turning Point Identification

Turning Point Identification

2 papers with code

Twitter Event Detection

Twitter Event Detection

  1 benchmark
2 papers with code

Vietnamese Scene Text

Vietnamese Scene Text

2 papers with code

Vietnamese Text Diacritization

Vietnamese Text Diacritization

  1 benchmark
2 papers with code

Zero-Shot Machine Translation

Zero-Shot Machine Translation

2 papers with code

Aspect-Category-Opinion-Sentiment Quadruple Extraction

Conversational Sentiment Quadruple Extraction

  2 benchmarks
1 papers with code

Attribute Extraction

legal outcome extraction

1 papers with code

Automated Writing Evaluation

Automated Writing Evaluation

1 papers with code

Chemical Indexing

Chemical Indexing

  1 benchmark
1 papers with code

Clinical Assertion Status Detection

Clinical Assertion Status Detection

  1 benchmark
1 papers with code

Coding Problem Tagging

Coding Problem Tagging

1 papers with code

Collaborative Plan Acquisition

Collaborative Plan Acquisition

1 papers with code

Commonsense Reasoning for RL

Commonsense Reasoning for RL

  1 benchmark
1 papers with code

Context Query Reformulation

Context Query Reformulation

1 papers with code

Continual Named Entity Recognition

FG-1-PG-1

  3 benchmarks
1 papers with code

Cross-Lingual Entity Linking

Variable Disambiguation

  1 benchmark
1 papers with code

Cross-lingual Text-to-Image Generation

Cross-lingual Text-to-Image Generation

1 papers with code

Crowdsourced Text Aggregation

Crowdsourced Text Aggregation

  2 benchmarks
1 papers with code

Description-guided molecule generation

Description-guided molecule generation

1 papers with code

Dialogue Generation

Multi-modal Dialogue Generation

  1 benchmark
1 papers with code

Document Classification

Page Stream Segmentation

1 papers with code

Document Summarization

Email Thread Summarization

  2 benchmarks
1 papers with code

Emergent communications on relations

Emergent communications on relations

1 papers with code

Emotion Detection and Trigger Summarization

Emotion Detection and Trigger Summarization

1 papers with code

Extractive Tags Summarization

Extractive Tags Summarization

1 papers with code

Hate Intensity Prediction

Hate Intensity Prediction

1 papers with code

Hate Span Identification

Hate Span Identification

1 papers with code

Job Prediction

Job Prediction

1 papers with code

Joint Entity and Relation Extraction on Scientific Data

Joint Entity and Relation Extraction on Scientific Data

1 papers with code

Joint NER and Classification

Joint NER and Classification

1 papers with code

Literature Mining

Literature Mining

1 papers with code

Math Information Retrieval

Math Information Retrieval

  1 benchmark
1 papers with code

Meme Captioning

Meme Captioning

1 papers with code

Multi-Grained Named Entity Recognition

Multi-Grained Named Entity Recognition

1 papers with code

Multilingual Machine Comprehension in English Hindi

Multilingual Machine Comprehension in English Hindi

  1 benchmark
1 papers with code

Multimodal Text Prediction

Multimodal Text Prediction

  1 benchmark
1 papers with code

Negation and Speculation Cue Detection

Negation and Speculation Cue Detection

  2 benchmarks
1 papers with code

Negation and Speculation Scope resolution

Negation and Speculation Scope resolution

1 papers with code

Only Connect Walls Dataset Task 2 (Connections)

Only Connect Walls Dataset Task 2 (Connections)

1 papers with code

Overlapping Mention Recognition

Overlapping Mention Recognition

1 papers with code

Paraphrase Generation

Multilingual Paraphrase Generation

1 papers with code

Phrase Ranking

Phrase Ranking

  2 benchmarks
1 papers with code

Phrase Tagging

Phrase Tagging

  2 benchmarks
1 papers with code

Phrase Vector Embedding

Phrase Vector Embedding

1 papers with code

Poem meters classification

Poem meters classification

  1 benchmark
1 papers with code

Query Wellformedness

Query Wellformedness

  1 benchmark
1 papers with code

Question-Answer categorization

Question-Answer categorization

  1 benchmark
1 papers with code

Readability optimization

Readability optimization

1 papers with code

Reliable Intelligence Identification

Reliable Intelligence Identification

1 papers with code

Sentence Completion

Hurtful Sentence Completion

  1 benchmark
1 papers with code

Social Media Mental Health Detection

Social Media Mental Health Detection

1 papers with code

Speaker Attribution in German Parliamentary Debates (GermEval 2023, subtask 1)

Speaker Attribution in German Parliamentary Debates (GermEval 2023, subtask 1)

  1 benchmark
1 papers with code

Task-Oriented Dialogue Systems

SSTOD

  2 benchmarks
1 papers with code

Text Effects Transfer

Text Effects Transfer

1 papers with code

Text-Variation

Text-Variation

1 papers with code

ValNov

ValNov

  2 benchmarks
1 papers with code

Vietnamese Aspect-Based Sentiment Analysis

Sentiment Dependency Learning

1 papers with code

Vietnamese Fact Checking

Vietnamese Fact Checking

1 papers with code

Vietnamese Natural Language Understanding

Vietnamese Natural Language Understanding

1 papers with code

Vietnamese Sentiment Analysis

Vietnamese Multimodal Sentiment Analysis

1 papers with code

Web Page Tagging

Web Page Tagging

1 papers with code

Workflow Discovery

Workflow Discovery

  1 benchmark
1 papers with code

incongruity detection

incongruity detection

1 papers with code

multi-word expression embedding

multi-word expression embedding

1 papers with code

multi-word expression sememe prediction

multi-word expression sememe prediction

1 papers with code

trustable and focussed LLM generated content

trustable and focussed LLM generated content

1 papers with code

Pcl Detection

SemEval-2022 Task 4-1 (Binary PCL Detection)

SemEval-2022 Task 4-2 (Multi-label PCL Detection)

ARQMath2

ARQMath2

Automatic Writing

Automatic Writing

Complaint Comment Classification

Complaint Comment Classification

Counterspeech Detection

Counterspeech Detection

Extractive Text Summarization

Reader-Aware Summarization

Face Selection

Face Selection

Job classification

Job classification

Multi-lingual Text-to-Image Generation

Multi-lingual Text-to-Image Generation

Multlingual Neural Machine Translation

Multlingual Neural Machine Translation

Optical Charater Recogntion

Bangla Text Detection

Question to Declarative Sentence

Question to Declarative Sentence

Relation Mention Extraction

Relation Mention Extraction

SemEval-2022 Task 4-1 (Binary PCL Detection)

SemEval-2022 Task 4-1 (Binary PCL Detection)

Twitter Sentiment Analysis

Tweet-Reply Sentiment Analysis

Vietnamese Parsing

Vietnamese Parsing
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