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 54 advanced summarization methods tools tracked. 1 score above 50 (established tier). The highest-rated is sildar/potara at 54/100 with 82 stars.

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#	Tool	Score	Tier	Stars	Language
1	sildar/potara Multi-document summarization tool relying on ILP and sentence fusion	54	Established	82	Python
2	hyunwoongko/summarizers Package for controllable summarization	47	Emerging	79	Python
3	uoneway/Text-Summarization-Repo 텍스트 요약 분야의 주요 연구 주제, Must-read Papers, 이용 가능한 model 및 data 등을 추천 자료와 함께 정리한 저장소입니다.	45	Emerging	348	—
4	Huffon/factsumm FactSumm: Factual Consistency Scorer for Abstractive Summarization	45	Emerging	113	Python
5	yuhaozhang/summarize-radiology-findings Code and pretrained model for paper "Learning to Summarize Radiology Findings"	45	Emerging	83	Python
6	Ravoxsg/SummaReranker Source code for SummaReranker (ACL 2022)	40	Emerging	25	Python
7	IlyaGusev/summarus Models for automatic abstractive summarization	40	Emerging	173	Python
8	gr8monk3ys/paper-summarizer Takes any research paper and summarizes it	40	Emerging	6	Python
9	tomhosking/hercules Hercules: Attributable and Scalable Opinion Summarization (ACL 2023)	37	Emerging	20	Python
10	tencent-ailab/season [EMNLP 2022] Salience Allocation as Guidance for Abstractive Summarization	37	Emerging	27	Python
11	FiscalNote/BillSum US Bill Summarization Corpus	36	Emerging	71	Python
12	nianlonggu/MemSum Code for ACL 2022 paper on the topic of long document summarization: MemSum:...	35	Emerging	49	Jupyter Notebook
13	KaiQiangSong/struct_infused_summ (COLING'18) The source code for the paper "Structure-Infused Copy Mechanisms...	35	Emerging	29	Perl
14	yixinL7/BRIO ACL 2022: BRIO: Bringing Order to Abstractive Summarization	35	Emerging	337	Python
15	MANGA-UOFA/NAUS Official implementation of the ACL 2022 paper "Learning Non-Autoregressive...	35	Emerging	14	Python
16	vgupta123/sumpubmed SUMPUBMED: Summarization Dataset of PubMed Scientific Article	35	Emerging	34	—
17	JetBrains-Research/pubtrends-review Automatic generation of reviews of scientific papers	34	Emerging	31	Jupyter Notebook
18	AnjaneyaTripathi/multilingual-summarizer A multilingual and multi-document model that uses an enhanced version of...	33	Emerging	6	Python
19	Ravoxsg/SummaFusion Source code for SummaFusion (EMNLP 2022).	32	Emerging	4	Python
20	huankoh/long-doc-summarization Long Document Summarization Papers	30	Emerging	154	—
21	jarobyte91/auto_summ Online demo of the paper "Unsupervised Document Summarization using...	30	Emerging	1	Python
22	MANGA-UOFA/NACC Official implementation of the NeurIPS 2022 paper "A Character-Level...	29	Experimental	7	Python
23	MINIONS-KR/Legal-Document-Summarization-Competition The 1st place Solution of Legal Document Summarization Competition	28	Experimental	31	Python
24	ggianna/SummaryEvaluation The repository contains directly usable versions of 3 n-gram graph-based...	24	Experimental	3	Java
25	SATYAJIT1910/ILDS The repository contains the dataset and result of the paper "Indian Legal...	24	Experimental	5	Jupyter Notebook
26	minji-o-j/text-summarization AI 텍스트 요약 알고리즘 개발 대회	23	Experimental	2	Jupyter Notebook
27	yixinL7/PageSum EMNLP 2022: Leveraging Locality in Abstractive Text Summarization	23	Experimental	18	Python
28	fajri91/Multi_SummEval Evaluating the Efficacy of Summarization Evaluation across Languages. In...	22	Experimental	2	Jupyter Notebook
29	Ravoxsg/SummScore Source code for SummScore re-ranking (ACL Findings 2023)	22	Experimental	2	Python
30	ohsuz/Legal-Document-Summarization-Competition 2021 AI Online Competition - Legal Document Summarization	21	Experimental	7	Jupyter Notebook
31	OpenSUM/CPSUM [COLING 2022] Code and Data Repo for Paper "Noise-injected Consistency...	21	Experimental	57	Python
32	krystalan/SportsSum2.0 CIKM‘2021: SportsSum2.0: Generating High-Quality Sports News from Live Text...	20	Experimental	8	—
33	jarobyte91/quotes Source code for the paper "QuOTeS: Query-Oriented Technical Summarization"	19	Experimental	4	Python
34	yumoxu/marge Code for ACL 21: Generating Query Focused Summaries from Query-Free Resources	19	Experimental	33	Python
35	Tixierae/EMNLP2017_NewSum Code for the paper: Combining Graph Degeneracy and Submodularity for...	19	Experimental	17	R
36	krystalan/K-SportsSum WSDM‘2022: Knowledge Enhanced Sports Game Summarization	19	Experimental	18	Python
37	cs329yangzhong/STRONG Models for AACL paper: Structure Controllable Legal Opinon Sumamrization	19	Experimental	3	—
38	cs329yangzhong/DocumentStructureLegalSum Code for NLLP workshop paper: Computing and Exploiting Document Structure to...	19	Experimental	4	Jupyter Notebook
39	disi-unibo-nlp/easumm [DATA22 and Springer LNCS] Graph-Enhanced Biomedical Abstractive...	18	Experimental	2	Python
40	tatianapassali/topic-controllable-summarization Code for topic-controllable summarization	18	Experimental	2	Python
41	mit-ll/Weak-Learning-Summarization This repository contains scripts for a weak learning summarization pipeline...	17	Experimental	1	Python
42	disi-unibo-nlp/emma An Efficient Memory-Enhanced Language Model for Long Document Summarization	17	Experimental	1	—
43	achrefbenammar404/large_doc_summarization Official implementation of the research paper: "Markov-Enhanced Clustering...	16	Experimental	3	Python
44	Delta4AI/LLMTextSummarizationBenchmark pipeline for systematic evaluation and benchmarking of text summarization...	14	Experimental	—	Python
45	jiacheng-xu/sum-interpret Code for Dissecting Generation Modes for Abstractive Summarization Models...	13	Experimental	13	Jupyter Notebook
46	ZhengZixiang/SUMPapers Worth-reading papers and related awesome resources on text summarization....	13	Experimental	9	—
47	NLP2CT/TempoSum Can LMs Generalize to Future Data? An Empirical Analysis on Text Summarization	12	Experimental	7	—
48	hjshah142/Text-Summarization-Scientific-paper-and-Wikipedia-articles Text Summarization on scientific datasets, latex files and Wikipedia articles	12	Experimental	7	Jupyter Notebook
49	Benjamin-Pong/Biomedical-Lay-Summarization-BioNLP2025 LLM-based biomedical lay summarization system	11	Experimental	—	Python
50	megagonlabs/napa 🍷 Code for Noisy Pairing and Partial Supervision for Stylized Opinion...	11	Experimental	3	Python
51	StonyBrookNLP/SuMe [LREC2022] SuMe: A Dataset towards Summarizing biomedical Mechanisms	11	Experimental	4	Python
52	TheAthleticCoder/Multi-Document-Summarization Our project addresses the challenge of multi-document summarization with...	11	Experimental	3	Jupyter Notebook
53	rhfdn/SummaRuNNer This repository presents an in-depth study of SummaRuNNer (ablation and...	10	Experimental	2	Jupyter Notebook
54	IKMLab/UASSU AACL'2022: Unsupervised Single Document Abstractive Summarization using...	10	Experimental	2	Python