Articles

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 1,123 papers with code (4,012 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Language Models are Few-Shot Learners
  28 May 2020 67 repositories listed Syntology ran 15 of 65 samples · 50 unverified · 4 pointer-only (licence)
  By contrast, humans can generally perform a new language task from only a few examples or from simple instructions - something which current NLP systems still largely struggle to do.
• Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
  9 Jan 2019 37 repositories listed Syntology ran 63 of 143 samples · 80 unverified · 43 pointer-only (licence)
  Transformers have a potential of learning longer-term dependency, but are limited by a fixed-length context in the setting of language modeling.
• SQuAD: 100,000+ Questions for Machine Comprehension of Text
  16 Jun 2016 21 repositories listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  We present the Stanford Question Answering Dataset (SQuAD), a new reading comprehension dataset consisting of 100, 000+ questions posed by crowdworkers on a set of Wikipedia articles, where the answer to each question…
• A Contextual-Bandit Approach to Personalized News Article Recommendation
  28 Feb 2010 12 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 1 pointer-only (licence)
  In this work, we model personalized recommendation of news articles as a contextual bandit problem, a principled approach in which a learning algorithm sequentially selects articles to serve users based on contextual…
• Reading Wikipedia to Answer Open-Domain Questions
  31 Mar 2017 10 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  This paper proposes to tackle open- domain question answering using Wikipedia as the unique knowledge source: the answer to any factoid question is a text span in a Wikipedia article.
• WikiHow: A Large Scale Text Summarization Dataset
  18 Oct 2018 9 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Sequence-to-sequence models have recently gained the state of the art performance in summarization.
• Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings
  21 Jul 2016 8 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  Geometrically, gender bias is first shown to be captured by a direction in the word embedding.
• Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey
  8 Feb 2024 6 repositories listed Syntology ran 9 of 18 samples · 9 unverified
  In this survey, we carefully review over 300 articles, focusing on KG-aware research in two principal aspects: KG-driven Multi-Modal (KG4MM) learning, where KGs support multi-modal tasks, and Multi-Modal Knowledge Graph…
• Image-based table recognition: data, model, and evaluation
  25 Nov 2019 6 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  In addition, we propose a new Tree-Edit-Distance-based Similarity (TEDS) metric for table recognition, which more appropriately captures multi-hop cell misalignment and OCR errors than the pre-established metric.
• Scientific Statement Classification over arXiv.org
  29 Aug 2019 6 repositories listed
  We introduce a new classification task for scientific statements and release a large-scale dataset for supervised learning.
• PubLayNet: largest dataset ever for document layout analysis
  16 Aug 2019 6 repositories listed Syntology ran 7 of 13 samples · 6 unverified · 13 pointer-only (licence)
  Deep neural networks that are developed for computer vision have been proven to be an effective method to analyze layout of document images.
• WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia
  10 Jul 2019 6 repositories listed Syntology ran 1 of 3 samples · 2 unverified
  We present an approach based on multilingual sentence embeddings to automatically extract parallel sentences from the content of Wikipedia articles in 85 languages, including several dialects or low-resource languages.
• Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies
  30 Apr 2018 6 repositories listed
  We present NEWSROOM, a summarization dataset of 1.
• BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
  2 Mar 2023 5 repositories listed
  Therefore, training an effective generalist biomedical model requires high-quality multimodal data, such as parallel image-text pairs.
• Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
  29 Aug 2018 5 repositories listed
  We introduce a multi-task setup of identifying and classifying entities, relations, and coreference clusters in scientific articles.
• The Matrix Calculus You Need For Deep Learning
  5 Feb 2018 5 repositories listed
  This paper is an attempt to explain all the matrix calculus you need in order to understand the training of deep neural networks.
• NSINA: A News Corpus for Sinhala
  25 Mar 2024 4 repositories listed
  NSINA is the largest news corpus for Sinhala, available up to date.
• DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature
  26 Jan 2023 4 repositories listed Syntology ran 3 of 9 samples · 6 unverified · 2 pointer-only (licence)
  In this paper, we identify a property of the structure of an LLM's probability function that is useful for such detection.
• Pairwise Multi-Class Document Classification for Semantic Relations between Wikipedia Articles
  22 Mar 2020 4 repositories listed
  In this paper, we model the problem of finding the relationship between two documents as a pairwise document classification task.
• DP-LSTM: Differential Privacy-inspired LSTM for Stock Prediction Using Financial News
  20 Dec 2019 4 repositories listed
  In this paper, we propose a novel deep neural network DP-LSTM for stock price prediction, which incorporates the news articles as hidden information and integrates difference news sources through the differential…
• MLQA: Evaluating Cross-lingual Extractive Question Answering
  16 Oct 2019 4 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  An alternative to building large monolingual training datasets is to develop cross-lingual systems which can transfer to a target language without requiring training data in that language.
• Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach
  31 Aug 2019 4 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 3 pointer-only (licence)
  0Shot-TC aims to associate an appropriate label with a piece of text, irrespective of the text domain and the aspect (e.
• GAN-QP: A Novel GAN Framework without Gradient Vanishing and Lipschitz Constraint
  18 Nov 2018 4 repositories listed
  A significant improvement is WGAN, with the help of 1-Lipschitz constraint on discriminator to prevent from gradient vanishing.
• BioSentVec: creating sentence embeddings for biomedical texts
  22 Oct 2018 4 repositories listed
  Sentence embeddings have become an essential part of today's natural language processing (NLP) systems, especially together advanced deep learning methods.
• Clinical Concept Embeddings Learned from Massive Sources of Multimodal Medical Data
  4 Apr 2018 4 repositories listed
  Word embeddings are a popular approach to unsupervised learning of word relationships that are widely used in natural language processing.
• Generating Wikipedia by Summarizing Long Sequences
  30 Jan 2018 4 repositories listed
  We show that generating English Wikipedia articles can be approached as a multi- document summarization of source documents.
• Generating News Headlines with Recurrent Neural Networks
  5 Dec 2015 4 repositories listed
  We describe an application of an encoder-decoder recurrent neural network with LSTM units and attention to generating headlines from the text of news articles.
• Fast Rhetorical Structure Theory Discourse Parsing
  10 May 2015 4 repositories listed
  In recent years, There has been a variety of research on discourse parsing, particularly RST discourse parsing.
• Scrambled text: training Language Models to correct OCR errors using synthetic data
  29 Sep 2024 3 repositories listed
  This paper shows that fine-tuning a language model on synthetic data using an LM and using a character level Markov corruption process can significantly improve the ability to correct OCR errors.
• MUSE: Machine Unlearning Six-Way Evaluation for Language Models
  8 Jul 2024 3 repositories listed
  Data owners may request the removal of their data from a trained model due to privacy or copyright concerns.

Syntology lines on 14 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.