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Procedure extracting information from similar documents
Multi-document summarization is an automatic procedure aimed at extraction of information from multiple texts written about the same topic. The resulting
Multi-document_summarization
Computer-based method for summarizing a text
Unlike TextRank, LexRank has been applied to multi-document summarization. Multi-document summarization is an automatic procedure aimed at extraction
Automatic_summarization
American computer scientist (1968–2023)
AAAI 2002 Towards CST-enhanced summarization ACL 2003 Evaluation challenges in large-scale multi-document summarization: the Mead project Information Processing
Dragomir_R._Radev
Set-to-real map with diminishing returns
automatic summarization, multi-document summarization, feature selection, active learning, sensor placement, image collection summarization and many other
Submodular_set_function
Elhadad, Michael (1999). "Information fusion in the context of multi-document summarization". Proceedings of the 37th Annual Meeting of the Association for
Lexical_chain
Finding information for an information need
information retrieval Automatic summarization Multi-document summarization Compound term processing Cross-lingual retrieval Document classification Spam filtering
Information_retrieval
American computer scientist
natural language processing and has included the Newsblaster multi-document summarization program to derive summary news stories from the contents of a
Kathleen_McKeown
Computational linguist
*SEM@NAACL-HLT 2019. How to Compare Summarizers Without Target Length? Pitfalls, Solutions and Re-Examination of the Neural Summarization Literature, Simeng Sun,
Ani_Nenkova
Concept in natural language processing
applications, like question answering, information extraction, summarization, multi-document summarization, and evaluation of machine translation systems, need
Textual_entailment
Programmer, entrepreneur
Management, as well as a Merton Business Award. News aggregator Multi-document summarization Text mining "Yahoo Paid 30 Million in Cash For 18 Months of Young
Nick_D'Aloisio
Chinese computer scientist
recognition, document summarization, distributed consensus, computational trust, virtualization in Hadoop-based distributed computation, multi-agent systems
Junping_Du
Open-source workflow engine
analysis and generation: Provides tools for sentiment analysis, document summarization, and content translation. Integration and external agent connectivity:
Flowable
London-based software company
instructions, with applications such as invoice processing and document summarization. V7’s software has been deployed in medical imaging and related
V7_(company)
Overview of and topical guide to natural language processing
– Document summarization – Multi-document summarization – Methods and techniques Extraction-based summarization – Abstraction-based summarization – Maximum
Outline of natural language processing
Outline_of_natural_language_processing
American online newspaper and entertainment service
shown 18 October 2017.[citation needed] Automatic summarization News aggregator Multi-document summarization "Social Startups: Circa Modernizes the Mobile
Circa_News
File format used to present documents
Portable Document Format (PDF), standardized as ISO 32000, is a file format developed by Adobe in 1993 used to present documents, including text formatting
Objects maximally similar to other objects in a dataset
a document or a group of documents, which can then be combined to create a summary. This approach is especially useful for extractive summarization tasks
Medoid
Word processor
AutoSummarize cuts wordy copy to the bone by counting words and ranking sentences. First, AutoSummarize identifies the most common words in the document (barring
Microsoft_Word
Online document management service
industry-standard language. The AI-dowered document summarization and translation tool analyzes document structure and content to generate concise summaries
PdfFiller
Processing of natural language by a computer
the main and counter-argument within discourse. Automatic summarization (text summarization) Produce a readable summary of a chunk of text. Often used
Natural_language_processing
Knowledge base that represents semantic relations between concepts in a network
was used for creating a general summarization method. The self-organised Semantic Link Network was integrated with a multi-dimensional category space to
Semantic_network
theme extraction, topic categorization, sentiment analysis and document summarization capabilities via the embedded AUTINDEX – is a commercial text mining
List_of_text_mining_software
more or less relevant. Summarization and analytics help users digest the results that come back from the query. Summarization here is intended to encompass
Human–computer information retrieval
Human–computer_information_retrieval
AI startup
(IDP), text-to-SQL as well as document retrieval, semantic search, text generation, question answering, or summarization. Haystack emphasizes context engineering
Deepset
Type of machine learning model
of a smartphone charge for 1,000 prompts). Text generation and text summarization each require around 0.05 Wh per prompt on average, while image generation
Large_language_model
Generative AI chatbot by OpenAI
frequently used for translation and summarization tasks, and can simulate interactive environments such as a Linux terminal, a multi-user chat room, or simple text-based
ChatGPT
Token limit for LLM context
context capability using tasks that go beyond simple retrieval, including multi-document question answering, long-dialogue understanding, code repository understanding
Context_window
Tree data structure with a variable and unbounded number of branches per node
community, e.g., in the context of the Bird–Meertens formalism. Apart from the multi-branching property, the most essential characteristic of rose trees is the
Rose_tree
Components included in all Microsoft Office products
= "" Dim Doc1 As MODI.Document Doc1 = New MODI.Document Doc1.Create(inputFile) Doc1.OCR() ' this will OCR all pages of a multi-page TIFF file Doc1.Save()
Microsoft_Office_shared_tools
Style sheet language
style sheet language used for specifying the presentation and styling of a document written in a markup language, such as HTML or XML (including XML dialects
CSS
Information without a formal data model
Taylor; Kaplan, Lance; Voss, Clare; Han, Jiawei (2016). "Multi-Dimensional, Phrase-Based Summarization in Text Cubes" (PDF). name=Kariampuzha2023 Kariampuzha
Unstructured_data
Chatbot developed by Microsoft
is able to create PowerPoint presentations that summarize information from user-selected Word documents and Excel spreadsheets, or from user prompts. Additionally
Microsoft_Copilot
Hardware cache of a central processing unit
buffers that serve a similar purpose. To access data in main memory, a multi-step process is used and each step introduces a delay. For instance, to
CPU_cache
Italian artificial intelligence project
textual entailment, classification, question answering, multi-turn conversation, summarization, paraphrasing and retrieval-augmented generation (RAG).
Velvet_AI
Technique in natural language processing
Publishing) Automated document classification (eDiscovery, Government/Intelligence community, Publishing) Text summarization (eDiscovery, Publishing)
Latent_semantic_analysis
2024 video game
MultiVersus (MVS) is a 2024 free-to-play fighting game developed by Player First Games and published by Warner Bros. Games. The crossover game features
MultiVersus
Affairs of President of the United States
holds former President Trump in civil contempt for failing to comply with document subpoenas from New York attorney general". CNN. Archived from the original
Personal and business legal affairs of Donald Trump
Personal_and_business_legal_affairs_of_Donald_Trump
Special federal legal procedure designed to speed the process of handling complex cases
multidistrict litigation, such as consolidated national depositions and document depositories. Through aggressive case management, the CCML was able to
Multidistrict_litigation
Protocol for communicating routing information on the Internet
short spike, it would have soon happened through natural growth. Route summarization is often used to improve aggregation of the BGP global routing table
Border_Gateway_Protocol
Large language model by Meta AI
environments such as space, enabling astronauts to retrieve and summarize documents using natural-language queries, even without internet connectivity
Llama_(language_model)
Processing mode
Taylor; Kaplan, Lance; Voss, Clare; Han, Jiawei (2016). "Multi-Dimensional, Phrase-Based Summarization in Text Cubes" (PDF). Liem, David A.; Murali, Sanjana;
Online_analytical_processing
Algorithm for modelling sequential data
applications, including: machine translation time series prediction document summarization document generation named entity recognition (NER) writing computer
Transformer_(deep_learning)
tests. Factor analysis for Robust Microarray Summarization (FARMS) is a model-based technique for summarizing array data at perfect match probe level. It
Microarray analysis techniques
Microarray_analysis_techniques
Natural disaster in Europe
reconstructed based on consistent reports in contemporary historical documents. The countries affected today are: Southern Sweden, Denmark, England,
1473 heat and drought in Europe
1473_heat_and_drought_in_Europe
List of Windows 11 operating system versions
Education and Pro for Workstations editions. The Enterprise, Enterprise multi-session, IoT Enterprise and Education editions have reached end of service
Windows_11_version_history
Pejorative term for Christian converts
exchange for conversion. In Christian Witness in a Multi-Religious World: Recommendations for Conduct, a document issued by the World Council of Churches in 2011
Rice_Christian
Canadian technology entrepreneur
AmikaNow!, which integrated AI applications including automatic email summarization in its wireless software for mobile phones and computers. In 2004, Entrust
Suhayya_Abu-Hakima
System to help searching for information
resources. They are engineered to follow a multi-stage process: crawling the infinite stockpile of pages and documents to skim the figurative foam from their
Search_engine_(computing)
Autonomous artificial intelligence agent
that can analyze images and videos, including video search and video summarization. Microsoft released a multimodal agent model – trained on images, video
AI_agent
Freeform note-taking software
also extract and copy texts from pictures and documents using optical character-recognition. Its multi-user capability allows offline editing with later
Microsoft_OneNote
Open source data science software
errors, summarize content, inquire about their local files, and generate complete notebooks based on natural language prompts. JupyterHub is a multi-user
Project_Jupyter
1968 book by Lev Bezymenski
The Death of Adolf Hitler: Unknown Documents from Soviet Archives is a 1968 book by Soviet journalist Lev Bezymenski, who served as an interpreter in
The_Death_of_Adolf_Hitler
European political document
fact that this was formally a resolution of IMRO (United), as it was a document drafted by it, and adopted by the Comintern. Afterwards, the mainstream
Resolution of the Comintern on the Macedonian question
Resolution_of_the_Comintern_on_the_Macedonian_question
City in Oklahoma, US
in the city, including the Durant Multi-Sports Complex, golf, soccer pitches, and baseball fields. The Durant Multi-Sports Complex is an athletic facility
Durant,_Oklahoma
Practice of creating conference agenda and content during the conference itself
people attending once they arrive. A debriefing document is created at the end of each OST meeting, summarizing what worked and what did not. Harrison Owen
Open_space_technology
Disease of children; pediatric comorbidity from COVID-19
Antón J, Martínez-Pajares JD, et al. (October 2020). "[Spanish consensus document on diagnosis, stabilisation and treatment of pediatric multisystem inflammatory
Multisystem inflammatory syndrome in children
Multisystem_inflammatory_syndrome_in_children
C programming language standard draft planned for release in 2029
naming via labels and transferring control through named break and continue (multi-level breaks). The syntax is the same as in Java. Add __COUNTER__ macro
C29_(C_standard_revision)
Language assessment rubric
correspond despite the fact that the latter was modelled on the former. A 2007 document by Macdonald and Vandergrift estimates the following correspondences (for
Common European Framework of Reference for Languages
Common_European_Framework_of_Reference_for_Languages
Information science by discipline
reasoning Legal reasoning in multi-agent systems Executable models of legislation Automatic legal text classification and summarization Automated information
Legal_informatics
Video-sharing platform
videos and deleted the accounts of three Human Rights Organizations that document the human toll of the Gaza War. In early October 2025, complying with Trump
YouTube
Overview of and topical guide to machine learning
system) Natural language processing Named Entity Recognition Automatic summarization Automatic taxonomy construction Dialog system Grammar checker Language
Outline_of_machine_learning
Method for IP address allocation and routing
a gateway. The large address size of IPv6 permitted worldwide route summarization and guaranteed sufficient address pools at each site. The standard subnet
Classless Inter-Domain Routing
Classless_Inter-Domain_Routing
Type of data model
Entity–relationship model Enhanced entity–relationship model Object model Document model Entity–attribute–value model Star schema An object–relational database
Database_model
the ability to analyze large document sets. Piranha has six main elements: Collecting and Extracting: Millions of documents from sources such as databases
Piranha_(software)
Text editor and source code editor for Windows
camel case, sentence case), and removal of redundant whitespace Tabbed document interface Notepad++ has support for macros and plugins, and has been remarked
Notepad++
2023 text-generating language model
2024). "Another search breakthrough? You.com debuts AI that can answer multi-step questions". VentureBeat. Retrieved March 19, 2024. Kang, Cecilia (March
GPT-4
Internet ecosystem layer that addresses bottlenecks
transparent caching, and services to measure CDN performance, load balancing, Multi CDN switching and analytics and cloud intelligence. CDN vendors may cross
Content_delivery_network
Language models designed for reasoning tasks
current approach fails. OpenAI also documents that it hides chains at inference and returns an answer that summarizes useful ideas from the internal trace
Reasoning_model
Proposed mechanism of evolution
genes is via kin. In 1994 David Sloan Wilson and Elliott Sober argued for multi-level selection, including group selection, on the grounds that groups,
Group_selection
US government agency
new Administration must fill its ranks with political appointees," the document flat-out directs. Wendling, Mike (February 14, 2025). "What is Project
Department of Government Efficiency
Department_of_Government_Efficiency
Cryptographic protocols for securing data in transit
tunnel. The original 2006 release of DTLS version 1.0 was not a standalone document. It was given as a series of deltas to TLS 1.1. Similarly the follow-up
Transport_Layer_Security
Lebanese American businessman and political advisor (born 1971)
SCOA as a "multi-billion dollar conglomerate". A New York Times article asserted discrepancies between this description and its documented business background
Massad_Boulos
Chatbot developed by Google
large datasets such as entire codebases, long-form videos, or extensive document archives in a single prompt. Gemini was first announced on December 6,
Google_Gemini
Set of documents
International Technology Roadmap for Semiconductors (ITRS) is a set of documents that was coordinated and organized by Semiconductor Research Corporation
International Technology Roadmap for Semiconductors
International_Technology_Roadmap_for_Semiconductors
American social networking service
18, 2009). "Twitter creator Jack Dorsey illuminates the site's founding document". Los Angeles Times. Retrieved June 18, 2009. Arrington, Michael (July
X_(social_network)
Textual emotion detection method
reviews respectively. This work is at the document level. One can also classify a document's polarity on a multi-way scale, which was attempted by Pang and
Sentiment_analysis
American artificial intelligence company
a song, and can maintain context across actions. The assistant is also multi-modal, meaning it can use a phone's camera to provide answers about the
Perplexity_AI
German-American delivery company
a Plymouth Duster that they drove around San Francisco to pick up the documents in suitcases, then rushed to the airport to book flights using another
DHL
Standard for serial communication between devices without host computer
(DLL) and physical signalling of the controller area network (CAN). This document describes the general architecture of CAN in terms of hierarchical layers
CAN_bus
2026 studio album by Madonna
Confessions on a Dance Floor and teased its release in 2025. She continued to document the recording sessions on social media, posting pictures in the studio
Confessions_II
Concept in natural language processing
Extracted Entities in a Knowledge Base". Multi-source, Multilingual Information Extraction and Summarization. Theory and Applications of Natural Language
Entity_linking
Public health crisis in Flint, Michigan
governor's office released 274 pages of emails. The New York Times summarized, "the documents provide a glimpse of state leaders who were at times dismissive
Flint_water_crisis
2011 stabbing death in Philadelphia
Forensics Laboratory (RCFL) for a forensic examination, and a police document later summarized the findings: "Keyword Searches were done on every computer searching
Death_of_Ellen_Greenberg
Structuring text as input to generative artificial intelligence
in prompting for general employees. Common prompting techniques include multi-shot, chain-of-thought, and tree-of-thought prompting, as well as assigning
Prompt_engineering
Type of attack in machine learning
unintentional (from the user's perspective) as a way for the author of the document to manipulate what result is presented to the user. While intentional and
Prompt_injection
Data about other data
Relational databases and metadata work to document and describe the complex relationships amongst cultural objects and multi-faceted works of art, as well as between
Metadata
Comparison of notable data modeling tools
This article lists notable data modeling tools and summarizes their features. Comparison of database administration tools List of Unified Modeling Language
Comparison of data modeling tools
Comparison_of_data_modeling_tools
Managing versions of source code or data
Poshyvanyk, Denys (2014). "On Automatically Generating Commit Messages via Summarization of Source Code Changes". 2014 IEEE 14th International Working Conference
Version_control
Political party in the United States and Canada
Ukraine is the main epicenter of the modern anti-fascist struggle. The multi-vector policy of the Russian Federation, aimed at overthrowing Western globalist
American Communist Party (2024)
American_Communist_Party_(2024)
This article documents notable events, research findings, scientific and technological advances, and human actions to measure, predict, mitigate, and
2026_in_climate_change
Recording financial transactions or events
Bookkeeping first involves recording the details of all of these source documents into multi-column journals (also known as books of first entry or daybooks)
Bookkeeping
Predictive model interchange format
Aggregation: used to summarize or collect groups of values. Model: contains the definition of the data mining model. E.g., A multi-layered feedforward
Predictive Model Markup Language
Predictive_Model_Markup_Language
contemporary United States. On October 9, Reuters reported on a wide-ranging multi-agency plan by the Trump administration to crack down on liberal non-profits
Targeting of political opponents and civil society under the second Trump administration
Targeting_of_political_opponents_and_civil_society_under_the_second_Trump_administration
Campaign of the web series Critical Role
city of Vasselheim, by taking on dangerous missions. This arc features multi-episode guest appearances by Felicia Day (Lyra), Mary Elizabeth McGlynn
Critical_Role_campaign_one
American visual artist (born 1954)
desert of Arizona. Exhibition also included Pink and White presented as a multi screen video installation and paintings by Svetlana Kopystiansky: Landscapes
Igor_Kopystiansky
Historical dress of the Han Chinese people
sweatshirt), ru (襦; lined jacket), ku (裤), kun (裈), liangdang (两裆; vest), ao (袄; multi-layered lined jacket), xi (褶; a type of jacket), bixi; while women's clothing
Hanfu
29 October 1923 event in Ankara
engaged in other matters, the proposed bill was formally examined and documented by the Constitutional Committee. The law, accompanied by numerous speakers'
Proclamation of the Republic of Turkey
Proclamation_of_the_Republic_of_Turkey
Yoshua Bengio; Patrick Haffner (1998). "Gradient-based learning applied to document recognition" (PDF). Proceedings of the IEEE. 86 (11): 2278–2324. Bibcode:1998IEEEP
History of artificial neural networks
History_of_artificial_neural_networks
Technique using a large language model as an evaluator
Conformance of AI to intended objectives Automatic summarization#Evaluation – Computer-based method for summarizing a text Generative artificial intelligence –
LLM-as-a-Judge
Motherboard and power supply configuration
2018. Intel Document Number 336521 - 002. Archived from the original (PDF) on 2020-03-13. Includes ATX12V Specific Guidelines 2.52. "ATX Multi Rail Desktop
ATX
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
Boy/Male
Hindu, Indian, Marathi
Multi Talented Person; With Good Taste
Girl/Female
Hindu
Salvation, Freedom from life and death
Girl/Female
Assamese, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Sindhi, Telugu, Traditional
Small Fragrant Flower; Moonlight; A Jasmine Flower
Boy/Male
Tamil
Mukti, Emancipation, Liberation
Boy/Male
Hindu, Indian, Traditional
Document
Boy/Male
Indian
Jurist
Boy/Male
Hindu
Document, Writing
Boy/Male
Hindu, Indian, Jain, Marathi
With Multi-coloured Body
Boy/Male
Muslim
Jurist
Boy/Male
Hindu
With multi-colored body
Girl/Female
Indian, Punjabi, Sikh
Multi Talented
Boy/Male
Arabic, Muslim
Expounder of Islamic Law; Jurist
Boy/Male
Hindu
Mukti, Emancipation, Liberation
Boy/Male
Tamil
Document, Writing
Girl/Female
Gujarati, Hindu, Indian, Jain, Kannada, Malayalam, Marathi, Oriya, Sanskrit, Sindhi, Tamil, Telugu
Freedom from Life and Death; Liberation; Valuable
Boy/Male
Hindu
An idol, All auspicious Lord, Lord Vishnu, Statue
Boy/Male
Arabic
Religious Leader
Girl/Female
Hindu
A creeper with fragrant flowers
Boy/Male
Muslim
Expounder of Islamic Law.
Boy/Male
Tamil
Chirtrang | சிரà¯à®¤à¯à®°à®‚க
With multi-colored body
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
Surname or Lastname
English
English : unexplained; possibly a variant spelling of Vials, a variant of Vial.Hispanic : unexplained.
Boy/Male
Indian
Lord Vishnu / Shiva / Krishna
Boy/Male
Assamese, Bengali, Hindu, Indian, Jain, Kannada, Marathi, Telugu
One who has No Enemies
Boy/Male
Australian, Hebrew, Spanish
A Form of Emmanuel God is with us; God is Among us
Boy/Male
Indian, Punjabi, Sikh
Union with Guru
Girl/Female
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Forest Girl
Boy/Male
American, British, English, Gaelic, Irish
Dark; Brown-haired Chieftain
Male
English
Short form of English William, WILL means "will-helmet."
Boy/Male
Arabic, Australian, Muslim
One who Cure
Boy/Male
Latin Dutch German Hungarian
Hammer.
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
MULTI DOCUMENT-SUMMARIZATION
n.
An original instrument or document.
v. t.
Injury done to a document.
a.
Of or pertaining to written evidence; documentary; as, documental testimony.
n.
A building, pillar, stone, or the like, erected to preserve the remembrance of a person, event, action, etc.; as, the Washington monument; the Bunker Hill monument. Also, a tomb, with memorial inscriptions.
n.
An original (book or document).
n.
Citizen's dress when worn by a naval or military officer; -- a term derived from the British service in India.
n.
An example for instruction or warning.
v. t.
To furnish with documents or papers necessary to establish facts or give information; as, a a ship should be documented according to the directions of law.
n.
That which is taught or authoritatively set forth; precept; instruction; dogma.
n.
An original or official paper relied upon as the basis, proof, or support of anything else; -- in its most extended sense, including any writing, book, or other instrument conveying information in the case; any material substance on which the thoughts of men are represented by any species of conventional mark or symbol.
n.
That which is compiled; especially, a book or document composed of materials gathering from other books or documents.
n.
Harm; injury; detriment.
n.
Writing; document; scroll.
n.
The document granting such permission.
pl.
of Mufti
a.
Reclining on the ground, as if too weak to stand, and tending to rise at the summit or apex; as, a decumbent stem.
n.
A writing; a written document.
v. t.
To teach; to school.