Search Results for "summarization" - Page 5
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Showing 143 open source projects for "summarization"
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Reminiscence
Self-Hosted Bookmark And Archive Manager
...Supports archival of media elements of a web page using third-party download managers. Directory-based categorization of bookmarks. Automatic tagging of HTML links. Automatic summarization of HTML content. Special readability mode. Search bookmarks according to url, title, tags or summary. Supports multiple user accounts. Supports public and group directories for every user. Upload any file from web interface for archiving. Easy to use admin interface for managing multiple users. Import bookmarks from Netscape Bookmark HTML file format. ... -
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onnxt5
Summarization, translation, sentiment-analysis, text-generation, etc.
...Please note that the first time you call get_encoder_decoder_tokenizer, the models are being downloaded which might take a minute or two. Other tasks just require to change the prefix in your prompt, for instance for summarization. Run any of the T5 trained tasks in a line (translation, summarization, sentiment analysis, completion, generation) Export your own T5 models to ONNX easily. Utility functions to generate what you need quickly. Up to 4X speedup compared to PyTorch execution for smaller contexts. -
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Stats With Julia Book
Collection of runnable Julia code examples for a statistics book
StatsWithJuliaBook is the companion code repository for the book Statistics with Julia: Fundamentals for Data Science, Machine Learning and Artificial Intelligence. It contains over 200 code blocks that correspond to the book’s ten chapters and three appendices, covering topics from probability theory and data summarization to regression analysis, hypothesis testing, and machine learning basics. The repository is designed for Julia users and provides ready-to-run examples that reinforce theoretical concepts with practical implementation. Readers can explore how Julia supports statistical modeling, simulation, and computational methods in data science workflows. ... -
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Synonyms
Chinese synonyms, chat robot, intelligent question and answer toolkit
...Better Chinese synonyms, chatbot, intelligent question and answer toolkit. synonymsCan be used for many tasks in natural language understanding, text alignment, recommendation algorithms, similarity calculation, semantic shifting, keyword extraction, concept extraction, automatic summarization, search engines, etc. Print synonyms in a friendly way for easy debugging. "Synonyms Cilin" was compiled by Mei Jiaju and others in 1983, and now widely used is "Synonyms Cilin Extended Edition" maintained by the Social Computing and Information Retrieval Research Center of Harbin Institute of Technology. Classes and subclasses, sort out the relationship between words, the extended version of the synonym word forest contains more than 70,000 words, of which more than 30,000 words are shared in the form of open data. -
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fastNLP
fastNLP: A Modularized and Extensible NLP Framework
...Provide a variety of neural network components and recurrence models (covering tasks such as Chinese word segmentation, named entity recognition, syntactic analysis, text classification, text matching, metaphor resolution, summarization, etc.). Trainer provides a variety of built-in Callback functions to facilitate experiment recording, exception capture, etc. Automatic download of some datasets and pre-trained models. -
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Delta ML
Deep learning based natural language and speech processing platform
...What you see in training is what you get in serving: all data processing and features extraction are integrated into a model graph. Text classification, named entity recognition, question and answering, text summarization, etc. Uniform I/O interfaces and no changes for new models. -
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nlp_chinese_corpus
Large Scale Chinese Corpus for NLP
nlp_chinese_corpus is a large-scale Chinese corpus collection for natural language processing research and development. It was created to make high-volume Chinese text data easier to access for students, researchers, and practitioners. The repository gathers several major datasets, including Chinese Wikipedia entries, news articles, encyclopedia-style question answering data, community question answering data, and Chinese-English translation sentence pairs. Each dataset includes... -
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TextRank
TextRank implementation for Python 3
TextRank is an implementation of the TextRank algorithm for extractive text summarization and keyword extraction, inspired by Google’s PageRank. -
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NLP Tasks
Natural Language Processing Tasks and References
...It organizes a broad range of NLP subjects so researchers and students can quickly discover areas for further study. Topics include speech recognition, text classification, question answering, machine translation, summarization, sentiment analysis, information extraction, and many others. Individual sections link to research papers, datasets, software projects, challenges, and background material. The collection places particular emphasis on deep-learning approaches that were prominent when the repository was assembled. Rather than implementing one NLP system, it serves as a structured starting point for exploring tasks, research directions, benchmarks, and available resources. -
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unfluff
Automatically extract body content (and other cool stuff) from HTML
...It’s a tool very much aimed at content-analysis, web scraping, building datasets, or repurposing article text for downstream processing (like machine-learning or summarization). The API is simple: you feed in raw HTML and it returns a structured object with the extracted text and other fields. It supports caching internal representations to speed up repeated extractions. While its language support is best for English, it is still widely used in web-content-processing pipelines. The repository notes some limitations (e.g., languages like Chinese/Arabic/Korean may not be well-supported). ... -
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TextTeaser
TextTeaser is an automatic summarization algorithm
...Originally inspired by research and earlier implementations, textteaser provides a lightweight solution for summarization without requiring heavy machine learning models. It is particularly useful for developers, researchers, or content platforms seeking a simple, rule-based approach to article summarization. -
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seq2seq
A general-purpose encoder-decoder framework for Tensorflow
seq2seq is an early, influential TensorFlow reference implementation for sequence-to-sequence learning with attention, covering tasks like neural machine translation, summarization, and dialogue. It packaged encoders, decoders, attention mechanisms, and beam search into a modular training and inference framework. The codebase showcased best practices for batching, bucketing by sequence length, and handling variable-length sequences efficiently on GPUs. Researchers used it as a baseline to reproduce classic results and to prototype new attention variants and training tricks. ... -
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Kinetic Model Builder
GUI for building, simulating and optimizing kinetic models.
...Optional user defined constraint equations for model parameters are parsed with EigenLab (https://github.com/marcel-goldschen-ohm/EigenLab). Convenient simulation and summarization across 2-dimensional sets of stimulus conditions makes constructing stimulus-response curves incredibly simple. For ion channels, this is useful for simulating dose-response or current-voltage curves both with and without a secondary stimulus (e.g. some drug). A series of video tutorials are available at https://www.youtube.com/watch?... -
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Ansj Chinese word segmentation
Ansj word segmentation
...The word segmentation speed reaches about 2 million words per second (tested under mac air), and the accuracy rate can reach more than 96%. At present, it has realized the functions of Chinese word segmentation, Chinese name recognition, user-defined dictionary, keyword extraction, automatic summarization, and keyword tagging. It can be applied to natural language processing and other aspects, and is suitable for various projects that require high word segmentation effects. -
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TkTimer is a Tcl/Tk program for recording elapsed time (especially worktime) for several tasks (userdefined). Reports show you a summarization of your tasks.
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Our mission is to develop open source solutions and provides professional support helps small and medium size companies meet the challenges of developing professional Arabic websites in the PHP/MySQL environment based on our experience in Arabic language processing, the library that we develop helps companies save time and increase productivity.
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MetTailor
MetTailor: Dynamic Block Summary and Data Normalization for Robust Ana
...MetTailor is a software package that performs post-extraction processing steps such as cross-sample realignment and data normalization that are specifically designed to account for the experimental factors from chromatographic separation and MS analysis. The two major components are: (1) A dynamic block summarization method for peak intensity data to correct mis-aligned peak features across the samples, significantly alleviating the missing data problem. (2) A novel data normalization procedure that adaptively adjusts the normalizing factor for the temporal variation in the chromatography based on the data from local retention time regions. -
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The JINSECT toolkit is a Java-based toolkit and library that supports and demonstrates the use of n-gram graphs within Natural Language Processing applications, ranging from summarization and summary evaluation to text classification and indexing.
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MSPrep
MS Prep R Package
R package for post processing of metabolomic data. Performs summarization of replicates, filtering, imputation, normalization, generates diagnostic plots and outputs final analytic datasets for downstream analysis -
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TAC Summarization shared task
Data and code for the TAC summarization shared tasks
This project is a repository for data, code, and documentation for the TAC summarization shared task. -
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webtextanalysis
Mining knowledge from text data
This project aims to implement in java the following text mining techniques: Text Language Detection, Keywords and keyphrases extraction, Text Classification, Text Clustering, Single or multiple documents Summarization, Plagiarism Detection. -
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ANU Project - Summarization Evaluation
This is all my work from my Summer Research Project At ANU
This is all my work from my Summer Research Project At ANU. My project is Verbose Patent Classification. I worked with Dr Gabriella Ferraro. -
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Movie Summarizer
A personalized summarization system for movies
Movie Summarizer is a tool for personalized summarization of the audio-visual semantics of a movie. It helps users to effectively summarize a movie's characters, events, semantic concepts and spoken content. -
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KALIMAT Multipurpose Arabic Corpus
A corpus that could be of help for researchers working on Arabic NLP
KALIMAT a Multipurpose Arabic Corpus We are pleased to announce the immediate availability of KALIMAT 1.0, KALIMAT is an Arabic natural language resource that consists of: 1) 20,291 Arabic articles collected from the Omani newspaper Alwatan by (Abbas et al. 2011). 2) 20,291 Extractive Single-document system summaries. 3) 2,057 Extractive Multi-document system summaries. 4) 20,291 Named Entity Recognised articles. 5) 20,291 Part of Speech Tagged articles. 6) 20,291... -
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NetCalcTools
The network calculator with many tools for IPv4,IPv6
...ADDRESS CONVERTER - Input IP'll be converted to bin,hex,oct. MULTICAST ETHERNET - Calculation Multicast MAC addresses from Multicast IP addresses ... SUMMARIZATION - Summarization of IP addresses , You'll fill up IP list and program will summarize it. NETWORK DESIGNER - Calculation of subnets for whole network from 1 or multiple input IP addresses. Other tools: MAC INFORMATION - Will show information about MAC such as if it's global/local individual/group IPv6 tools: SUBNET CALC - Basic calc for IPv6 , Subnet,Host range,Max hosts ... ...
