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Best Summarization Models

343

343 summarization models on MLForge, ranked by downloads — including work from facebook, sshleifer, google, philschmid. Compare, download and run them locally on your own GPU. Free tier.

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Top Summarization models

B facebook/bart-large-cnn Summarization ·406.3M params 1.6M 1.6K 🤗 HF D sshleifer/distilbart-cnn-12-6 Summarization 842.6K 322 🤗 HF P google/pegasus-xsum Summarization 241.9K 222 🤗 HF B philschmid/bart-large-cnn-samsum Summarization 144.8K 268 🤗 HF F human-centered-summarization/financial-summarization-pegasus Summarization ·568.8M params 137.4K 144 🤗 HF D sshleifer/distilbart-xsum-12-6 Summarization 99.5K 7 🤗 HF M knkarthick/MEETING_SUMMARY Summarization ·406.3M params 50.2K 196 🤗 HF K EbanLee/kobart-summary-v3 Summarization ·123.9M params 37.9K 22 🤗 HF T yatharth97/T5-base-10K-summarization Summarization ·222.9M params 20.9K 3 🤗 HF F RussianNLP/FRED-T5-Summarizer Summarization ·1.7B params 18.7K 28 🤗 HF D sshleifer/distilbart-cnn-6-6 Summarization 18.4K 34 🤗 HF T Falconsai/text_summarization Summarization ·60.5M params 14.0K 299 🤗 HF D Xenova/distilbart-cnn-6-6 Summarization 11.0K 9 🤗 HF B facebook/bart-large-xsum Summarization 10.9K 36 🤗 HF M csebuetnlp/mT5_multilingual_XLSum Summarization 10.6K 326 🤗 HF R d0rj/rut5-base-summ Summarization ·222.9M params 10.0K 26 🤗 HF P google/pegasus-large Summarization 9.9K 107 🤗 HF T cahya/t5-base-indonesian-summarization-cased Summarization 9.7K 6 🤗 HF R IlyaGusev/rut5_base_sum_gazeta Summarization 9.7K 19 🤗 HF P google/pegasus-cnn_dailymail Summarization 6.4K 111 🤗 HF L pszemraj/led-base-book-summary Summarization ·161.9M params 5.9K 65 🤗 HF L pszemraj/long-t5-tglobal-base-sci-simplify Summarization ·247.6M params 5.4K 10 🤗 HF D Sachin21112004/distilbart-news-summarizer Summarization ·305.6M params 5.1K 12 🤗 HF B google/bigbird-pegasus-large-arxiv Summarization 4.6K 65 🤗 HF L pszemraj/led-large-book-summary Summarization ·459.9M params 3.1K 121 🤗 HF M Falconsai/medical_summarization Summarization ·60.5M params 3.1K 154 🤗 HF V VietAI/vit5-base-vietnews-summarization Summarization 2.9K 8 🤗 HF I gsarti/it5-base-news-summarization Summarization 2.1K 6 🤗 HF M deutsche-telekom/mt5-small-sum-de-mit-v1 Summarization ·300.2M params 1.6K 14 🤗 HF P google/pegasus-arxiv Summarization 1.6K 2 🤗 HF P recogna-nlp/ptt5-base-summ-xlsum Summarization ·222.9M params 1.6K 17 🤗 HF R IlyaGusev/rut5_base_headline_gen_telegram Summarization 1.4K 9 🤗 HF D sshleifer/distilbart-xsum-1-1 Summarization 1.4K 🤗 HF Q QyrouNnet-AI/QNS-2-ReLearn-Preview Summarization 1.4K 1 🤗 HF M lyutovad/mbart50-tradenewssum Summarization ·611.1M params 1.3K 4 🤗 HF M thanathorn/mt5-cpe-kmutt-thai-sentence-sum Summarization 1.3K 8 🤗 HF B google/bigbird-pegasus-large-pubmed Summarization 1.3K 47 🤗 HF R IDEA-CCNL/Randeng-Pegasus-238M-Summary-Chinese Summarization 1.1K 49 🤗 HF M csebuetnlp/mT5_m2o_arabic_crossSum Summarization 1.1K 3 🤗 HF C hossboll/clinical-t5 Summarization 1.0K 🤗 HF R cointegrated/rut5-base-absum Summarization ·244.3M params 963 31 🤗 HF Q phh/Qwen3-0.6B-TLDR-Lora Summarization 954 🤗 HF G Tavernari/git-commit-message Summarization 854 24 🤗 HF P google/pegasus-pubmed Summarization 824 9 🤗 HF M deutsche-telekom/mt5-small-sum-de-en-v1 Summarization ·300.2M params 692 9 🤗 HF B mrm8488/bert2bert_shared-spanish-finetuned-summarization Summarization ·138.8M params 639 31 🤗 HF B cahya/bert2bert-indonesian-summarization Summarization 620 5 🤗 HF B google/bigbird-pegasus-large-bigpatent Summarization 607 41 🤗 HF M tranv/mt5-base-finetuned-sumeczech Summarization 602 🤗 HF D sshleifer/distilbart-xsum-12-1 Summarization 593 7 🤗 HF T plguillou/t5-base-fr-sum-cnndm Summarization 565 23 🤗 HF B alaggung/bart-r3f Summarization 561 8 🤗 HF M LeoCordoba/mt5-small-cc-news-es-titles Summarization 534 🤗 HF B mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization Summarization 519 10 🤗 HF M ozcangundes/mt5-small-turkish-summarization Summarization 505 25 🤗 HF T nandakishormpai/t5-small-machine-articles-tag-generation Summarization 454 🤗 HF Q ncls-p/Qwen2.5-7B-blog-key-points Summarization 438 🤗 HF M IlyaGusev/mbart_ru_sum_gazeta Summarization ·867.1M params 431 66 🤗 HF P google/pegasus-multi_news Summarization 427 26 🤗 HF L sspericorn/Llama-3.1-beginner-PEFT Summarization 427 2 🤗 HF M StelleX/mt5-base-thaisum-text-summarization Summarization ·582.4M params 416 1 🤗 HF M Guilherme34/Medra4b-abliterated-i1-VISION-GGUF Summarization 405 2 🤗 HF M tsmatz/mt5_summarize_japanese Summarization ·300.2M params 369 21 🤗 HF R google/roberta2roberta_L-24_bbc Summarization 340 3 🤗 HF M josmunpen/mt5-small-spanish-summarization Summarization 332 2 🤗 HF M dltsj/mt5-small-finetuned-on-mT5-lcsts Summarization 323 1 🤗 HF B Xenova/bart-large-cnn Summarization 323 8 🤗 HF D Xenova/distilbart-cnn-12-6 Summarization 322 1 🤗 HF T eenzeenee/t5-base-korean-summarization Summarization ·275.6M params 313 34 🤗 HF P google/pegasus-newsroom Summarization 304 16 🤗 HF D sshleifer/distill-pegasus-cnn-16-4 Summarization 279 6 🤗 HF L pszemraj/long-t5-tglobal-xl-16384-book-summary Summarization ·2.8B params 276 20 🤗 HF M yihsuan/mt5_chinese_small Summarization 273 8 🤗 HF B Narrativa/bsc_roberta2roberta_shared-spanish-finetuned-mlsum-summarization Summarization 272 6 🤗 HF M lincoln/mbart-mlsum-automatic-summarization Summarization 269 8 🤗 HF B suriya7/bart-finetuned-text-summarization Summarization ·406.3M params 264 9 🤗 HF D sshleifer/distilbart-xsum-6-6 Summarization 254 🤗 HF P recogna-nlp/ptt5-base-summ Summarization ·222.9M params 253 1 🤗 HF D sshleifer/distill-pegasus-xsum-16-4 Summarization 239 4 🤗 HF L nsi319/legal-pegasus Summarization 237 15 🤗 HF N mradermacher/NoticIA-7B-i1-GGUF Summarization 232 1 🤗 HF D mradermacher/DrMedra4B-i1-GGUF Summarization 223 🤗 HF H heack/HeackMT5-ZhSum100k Summarization 222 16 🤗 HF H mradermacher/HeackMT5-ZhSum100k-GGUF Summarization 216 🤗 HF D sshleifer/distilbart-xsum-12-3 Summarization 212 11 🤗 HF M mradermacher/Medra27B-i1-GGUF Summarization 204 🤗 HF B yale-nlp/bart-large-finetuned-qtsumm Summarization 202 🤗 HF P google/pegasus-billsum Summarization 200 4 🤗 HF S bayan10/summarization-model Summarization ·139.3M params 197 🤗 HF M T-Systems-onsite/mt5-small-sum-de-en-v2 Summarization ·300.2M params 196 14 🤗 HF D sshleifer/distilbart-cnn-12-3 Summarization 192 4 🤗 HF B chiakya/Bert-chinese-Summarization Summarization ·300.2M params 181 2 🤗 HF M jniechcial/mt5-small-finetuned-amazon-en-de Summarization ·300.2M params 177 🤗 HF M Matheusrdsantos/mt5-small-sum-de-en-v1-Q4_K_M-GGUF Summarization 172 🤗 HF L tuanhqv123/longt5-meeting-summarization Summarization ·296.9M params 169 🤗 HF T flax-community/t5-base-cnn-dm Summarization ·222.9M params 168 1 🤗 HF T utrobinmv/t5_summary_en_ru_zh_base_2048 Summarization ·298.2M params 167 47 🤗 HF V VietAI/vit5-large-vietnews-summarization Summarization 167 13 🤗 HF P DunnBC22/pegasus-multi_news-NewsSummarization_BBC Summarization 166 2 🤗 HF C mradermacher/Clinician-Note-2.0a-i1-GGUF Summarization 166 🤗 HF H mradermacher/Hacker-News-Comments-Summarization-Llama-3.1-8B-Instruct-i1-GGUF Summarization 166 🤗 HF Q thepowerfuldeez/Qwen2-1.5B-Summarize Summarization ·1.5B params 157 2 🤗 HF S mradermacher/Sifera-V1-i1-GGUF Summarization 156 🤗 HF N mradermacher/NoticIA-7B-GGUF Summarization 153 1 🤗 HF H mradermacher/Hacker-News-Comments-Summarization-gemma-3-27b-it-GGUF Summarization 152 🤗 HF D sshleifer/distilbart-xsum-9-6 Summarization 152 🤗 HF G RangDev/gemma-2b-it-legal-sum-ko Summarization ·2.5B params 144 2 🤗 HF D medodeyaa/dentor-biobart Summarization ·166.5M params 140 🤗 HF B pszemraj/bigbird-pegasus-large-K-booksum Summarization ·577.0M params 139 6 🤗 HF R Kumud2k16/radiology-expression-summarizer Summarization ·139.5M params 137 🤗 HF B patrickvonplaten/bert2bert_cnn_daily_mail Summarization 137 10 🤗 HF M mradermacher/Medra4b-i1-GGUF Summarization 132 1 🤗 HF T mradermacher/t5_summary_en_ru_zh_base_2048-GGUF Summarization 132 1 🤗 HF M SURESHBEEKHANI/Mistral_7B_Summarizer_SFT_GGUF Summarization 132 4 🤗 HF A meetLog/A.X-4.0-Light-mlx-4bit Summarization ·1.1B params 131 🤗 HF Q ncls-p/Qwen2.5-3B-blog-key-points Summarization 127 🤗 HF W Wespeaker/wespeaker-voxceleb-resnet293-LM Summarization 126 5 🤗 HF L mradermacher/L3-Super-Nova-RP-8B-GGUF Summarization 125 6 🤗 HF B cahya/bert2gpt-indonesian-summarization Summarization 123 7 🤗 HF T Einmalumdiewelt/T5-Base_GNAD Summarization 122 22 🤗 HF

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