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Large-scale Text-to-SQL benchmarks such as BIRD typically assume complete and accurate database annotations as well as readily available external knowledge, which fails to reflect common industrial settings where annotations are missing,…

Computation and Language · Computer Science 2026-01-15 Jiahui Chen , Lei Fu , Jian Cui , Yu Lei , Zhenning Dong

AI is transforming pharmaceutical search, where traditional systems struggle with multimodal content and manual curation. Finder is a scalable AI-powered framework that unifies retrieval across text, images, audio, and video using hybrid…

Information Retrieval · Computer Science 2026-03-18 Suyash Mishra , Srikanth Patil , Satyanarayan Pati , Sagar Sahu , Baddu Narendra

We introduce an open-source system called SIGMA (short for "Situated Interactive Guidance, Monitoring, and Assistance") as a platform for conducting research on task-assistive agents in mixed-reality scenarios. The system leverages the…

Human-Computer Interaction · Computer Science 2024-05-24 Dan Bohus , Sean Andrist , Nick Saw , Ann Paradiso , Ishani Chakraborty , Mahdi Rad

Document structure is critical for efficient information consumption. However, it is challenging to encode it efficiently into the modern Transformer architecture. In this work, we present HIBRIDS, which injects Hierarchical Biases foR…

Computation and Language · Computer Science 2022-03-22 Shuyang Cao , Lu Wang

Most datasets in the field of document analysis utilize highly standardized labels, which, while simplifying specific tasks, often produce outputs that are not directly applicable to humanities research. In contrast, the Nuremberg…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 Martin Mayr , Julian Krenz , Katharina Neumeier , Anna Bub , Simon Bürcky , Nina Brolich , Klaus Herbers , Mechthild Habermann , Peter Fleischmann , Andreas Maier , Vincent Christlein

In Codice Ratio is a research project to study tools and techniques for analyzing the contents of historical documents conserved in the Vatican Secret Archives (VSA). In this paper, we present our efforts to develop a system to support the…

Digital Libraries · Computer Science 2020-06-16 Donatella Firmani , Marco Maiorino , Paolo Merialdo , Elena Nieddu

In the 18th century in Paris, only two public theatres could officially perform comedies: the Com{\'e}die-Fran{\c c}aise, and the Com{\'e}die-Italienne. The latter was much less well known. By studying a century of accounting registers, we…

Computers and Society · Computer Science 2023-05-31 Olivier Aubert , Benjamin Hervy , Guillaume Raschia , Françoise Rubellin

We present a novel system providing summaries for Computer Science publications. Through a qualitative user study, we identified the most valuable scenarios for discovery, exploration and understanding of scientific documents. Based on…

Document retrieval has been extensively studied within the index-retrieve framework for decades, which has withstood the test of time. Unfortunately, such a pipelined framework limits the optimization of the final retrieval quality, because…

Information Retrieval · Computer Science 2022-08-22 Yujia Zhou , Jing Yao , Zhicheng Dou , Ledell Wu , Peitian Zhang , Ji-Rong Wen

Machine Translation for English Retrieval of Information in Any Language (MATERIAL) is an IARPA initiative targeted to advance the state of cross-lingual information retrieval (CLIR). This report provides a detailed description of…

Computation and Language · Computer Science 2025-11-06 Shantanu Agarwal , Joel Barry , Elizabeth Boschee , Scott Miller

Within the documentary system domain, the integration of thesauri for indexing and retrieval information steps is usual. In libraries, documents own rich descriptive information made by librarians, under descriptive notice based on Rameau…

Information Retrieval · Computer Science 2010-10-06 Marie-Noëlle Bessagnet , Eric Kergosien , Mauro Gaio

We present a methodology combining surface NLP and Machine Learning techniques for ranking asbtracts and generating summaries based on annotated corpora. The corpora were annotated with meta-semantic tags indicating the category of…

Information Retrieval · Computer Science 2011-10-27 Fidelia Ibekwe-Sanjuan , Fernandez Silvia , Sanjuan Eric , Charton Eric

We present in this paper experiments on Table Recognition in hand-written registry books. We first explain how the problem of row and column detection is modeled, and then compare two Machine Learning approaches (Conditional Random Field…

Computer Vision and Pattern Recognition · Computer Science 2019-07-01 Stéphane Clinchant , Hervé Déjean , Jean-Luc Meunier , Eva Lang , Florian Kleber

Nowadays, metadata information is often given by the authors themselves upon submission. However, a significant part of already existing research papers have missing or incomplete metadata information. German scientific papers come in a…

Information Retrieval · Computer Science 2021-11-11 Azeddine Bouabdallah , Jorge Gavilan , Jennifer Gerbl , Prayuth Patumcharoenpol

Re-finding electronic documents from a personal computer is a frequent demand to users. In a simple re-finding task, people can use many methods to retrieve a document, such as navigating directly to the document's folder, searching with a…

Information Retrieval · Computer Science 2016-01-28 Gangli Liu , Ling Feng

We introduce MemSum (Multi-step Episodic Markov decision process extractive SUMmarizer), a reinforcement-learning-based extractive summarizer enriched at each step with information on the current extraction history. When MemSum iteratively…

Computation and Language · Computer Science 2022-03-17 Nianlong Gu , Elliott Ash , Richard H. R. Hahnloser

Huge amount of information is present in the World Wide Web and a large amount is being added to it frequently. A query-specific summary of multiple documents is very helpful to the user in this context. Currently, few systems have been…

Information Retrieval · Computer Science 2015-01-20 C Ravindranath Chowdary , P Sreenivasa Kumar

The progressive digitization of historical archives provides new, often domain specific, textual resources that report on facts and events which have happened in the past; among these, memoirs are a very common type of primary source. In…

Computation and Language · Computer Science 2021-02-25 Marco Rovera , Federico Nanni , Simone Paolo Ponzetto

This article presents our steps to integrate complex and partly unstructured medical data into a clinical research database with subsequent decision support. Our main application is an integrated faceted search tool, accompanied by the…

Human-Computer Interaction · Computer Science 2018-10-31 Daniel Sonntag , Hans-Jürgen Profitlich

Bioinformatics workflows are essential for complex biological data analyses and are often described in scientific articles with source code in public repositories. Extracting detailed workflow information from articles can improve…

Computation and Language · Computer Science 2025-03-11 Clémence Sebe , Sarah Cohen-Boulakia , Olivier Ferret , Aurélie Névéol