Advanced Summarization Methods NLP Tools

Tools implementing state-of-the-art summarization techniques with focus on novel architectures, interpretability, evaluation frameworks, and domain-specific approaches (legal, long-document, query-focused). Does NOT include basic extractive/transformer implementations, application demos, or general corpus/dataset repositories.

There are 46 advanced summarization methods tools tracked. 1 score above 50 (established tier). The highest-rated is sildar/potara at 50/100 with 82 stars and 14 monthly downloads.

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# Tool Score Tier
1 sildar/potara

Multi-document summarization tool relying on ILP and sentence fusion
50
Established
2 hyunwoongko/summarizers

Package for controllable summarization
43
Emerging
3 Huffon/factsumm

FactSumm: Factual Consistency Scorer for Abstractive Summarization
42
Emerging
4 uoneway/Text-Summarization-Repo

텍스트 요약 분야의 주요 연구 주제, Must-read Papers, 이용 가능한 model 및 data 등을 추천 자료와 함께 정리한 저장소입니다.
38
Emerging
5 yuhaozhang/summarize-radiology-findings

Code and pretrained model for paper "Learning to Summarize Radiology Findings"
38
Emerging
6 gr8monk3ys/paper-summarizer

Takes any research paper and summarizes it
33
Emerging
7 IlyaGusev/summarus

Models for automatic abstractive summarization
33
Emerging
8 Ravoxsg/SummaReranker

Source code for SummaReranker (ACL 2022)
33
Emerging
9 tomhosking/hercules

Hercules: Attributable and Scalable Opinion Summarization (ACL 2023)
30
Emerging
10 tencent-ailab/season

[EMNLP 2022] Salience Allocation as Guidance for Abstractive Summarization
30
Emerging
11 FiscalNote/BillSum

US Bill Summarization Corpus
29
Experimental
12 MANGA-UOFA/NAUS

Official implementation of the ACL 2022 paper "Learning Non-Autoregressive...
28
Experimental
13 nianlonggu/MemSum

Code for ACL 2022 paper on the topic of long document summarization: MemSum:...
28
Experimental
14 vgupta123/sumpubmed

SUMPUBMED: Summarization Dataset of PubMed Scientific Article
28
Experimental
15 yixinL7/BRIO

ACL 2022: BRIO: Bringing Order to Abstractive Summarization
28
Experimental
16 KaiQiangSong/struct_infused_summ

(COLING'18) The source code for the paper "Structure-Infused Copy Mechanisms...
28
Experimental
17 JetBrains-Research/pubtrends-review

Automatic generation of reviews of scientific papers
27
Experimental
18 AnjaneyaTripathi/multilingual-summarizer

A multilingual and multi-document model that uses an enhanced version of...
26
Experimental
19 Ravoxsg/SummaFusion

Source code for SummaFusion (EMNLP 2022).
25
Experimental
20 fangevo/KD-efficient-text-summarization

The project leverages a larger model, Qwen2.5-14B, to generate high-quality...
24
Experimental
21 huankoh/long-doc-summarization

Long Document Summarization Papers
23
Experimental
22 jarobyte91/auto_summ

Online demo of the paper "Unsupervised Document Summarization using...
23
Experimental
23 MANGA-UOFA/NACC

Official implementation of the NeurIPS 2022 paper "A Character-Level...
22
Experimental
24 MINIONS-KR/Legal-Document-Summarization-Competition

The 1st place Solution of Legal Document Summarization Competition
21
Experimental
25 ggianna/SummaryEvaluation

The repository contains directly usable versions of 3 n-gram graph-based...
17
Experimental
26 SATYAJIT1910/ILDS

The repository contains the dataset and result of the paper "Indian Legal...
17
Experimental
27 achrefbenammar404/large_doc_summarization

Official implementation of the research paper: "Markov-Enhanced Clustering...
16
Experimental
28 minji-o-j/text-summarization

AI 텍스트 요약 알고리즘 개발 대회
16
Experimental
29 yixinL7/PageSum

EMNLP 2022: Leveraging Locality in Abstractive Text Summarization
16
Experimental
30 Ravoxsg/SummScore

Source code for SummScore re-ranking (ACL Findings 2023)
15
Experimental
31 fajri91/Multi_SummEval

Evaluating the Efficacy of Summarization Evaluation across Languages. In...
15
Experimental
32 Delta4AI/LLMTextSummarizationBenchmark

pipeline for systematic evaluation and benchmarking of text summarization...
14
Experimental
33 ohsuz/Legal-Document-Summarization-Competition

2021 AI Online Competition - Legal Document Summarization
14
Experimental
34 OpenSUM/CPSUM

[COLING 2022] Code and Data Repo for Paper "Noise-injected Consistency...
14
Experimental
35 krystalan/SportsSum2.0

CIKM‘2021: SportsSum2.0: Generating High-Quality Sports News from Live Text...
13
Experimental
36 yumoxu/marge

Code for ACL 21: Generating Query Focused Summaries from Query-Free Resources
12
Experimental
37 krystalan/K-SportsSum

WSDM‘2022: Knowledge Enhanced Sports Game Summarization
12
Experimental
38 cs329yangzhong/DocumentStructureLegalSum

Code for NLLP workshop paper: Computing and Exploiting Document Structure to...
12
Experimental
39 Tixierae/EMNLP2017_NewSum

Code for the paper: Combining Graph Degeneracy and Submodularity for...
12
Experimental
40 jarobyte91/quotes

Source code for the paper "QuOTeS: Query-Oriented Technical Summarization"
12
Experimental
41 cs329yangzhong/STRONG

Models for AACL paper: Structure Controllable Legal Opinon Sumamrization
12
Experimental
42 Benjamin-Pong/Biomedical-Lay-Summarization-BioNLP2025

LLM-based biomedical lay summarization system
11
Experimental
43 tatianapassali/topic-controllable-summarization

Code for topic-controllable summarization
11
Experimental
44 disi-unibo-nlp/easumm

[DATA22 and Springer LNCS] Graph-Enhanced Biomedical Abstractive...
11
Experimental
45 disi-unibo-nlp/emma

An Efficient Memory-Enhanced Language Model for Long Document Summarization
10
Experimental
46 mit-ll/Weak-Learning-Summarization

This repository contains scripts for a weak learning summarization pipeline...
10
Experimental