Knowledge Base Construction

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

28 shown of 28 papers with code (94 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.

• Russian Web Tables: A Public Corpus of Web Tables for Russian Language Based on Wikipedia
  3 Oct 2022 3 repositories listed
  In this paper, we present the first corpus of Web tables created specifically out of Russian language material.
• OPIEC: An Open Information Extraction Corpus
  28 Apr 2019 3 repositories listed
  In this paper, we release, describe, and analyze an OIE corpus called OPIEC, which was extracted from the text of English Wikipedia.
• MAPS-KB: A Million-scale Probabilistic Simile Knowledge Base
  10 Dec 2022 2 repositories listed
  The ability to understand and generate similes is an imperative step to realize human-level AI.
• Simplified DOM Trees for Transferable Attribute Extraction from the Web
  7 Jan 2021 2 repositories listed
  There has been a steady need to precisely extract structured knowledge from the web (i.
• Enabling LLM Knowledge Analysis via Extensive Materialization
  7 Nov 2024 1 repository listed
  However, most approaches investigate one question at a time via modest-sized pre-defined samples, introducing an ``availability bias'' (Tversky&Kahnemann, 1973) that prevents the analysis of knowledge (or beliefs) of…
• Project SHADOW: Symbolic Higher-order Associative Deductive reasoning On Wikidata using LM probing
  27 Aug 2024 1 repository listed
  We introduce SHADOW, a fine-tuned language model trained on an intermediate task using associative deductive reasoning, and measure its performance on a knowledge base construction task using Wikidata triple completion.
• CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models
  30 Jan 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  For each of these CRUD categories, we have developed comprehensive datasets to evaluate the performance of RAG systems.
• Expanding the Vocabulary of BERT for Knowledge Base Construction
  12 Oct 2023 1 repository listed
  To address this, we present Vocabulary Expandable BERT for knowledge base construction, which expand the language model's vocabulary while preserving semantic embeddings for newly added words.
• KnowledgeShovel: An AI-in-the-Loop Document Annotation System for Scientific Knowledge Base Construction
  6 Oct 2022 1 repository listed
  Constructing a comprehensive, accurate, and useful scientific knowledge base is crucial for human researchers synthesizing scientific knowledge and for enabling Al-driven scientific discovery.
• Task-specific Pre-training and Prompt Decomposition for Knowledge Graph Population with Language Models
  26 Aug 2022 1 repository listed
  Our system is the winner of track 1 of the LM-KBC challenge, based on BERT LM; it achieves 55.
• Prompting as Probing: Using Language Models for Knowledge Base Construction
  23 Aug 2022 1 repository listed Syntology ran 6 of 6 samples · 0 unverified
  ProP implements a multi-step approach that combines a variety of prompting techniques to achieve this.
• OASYS: Domain-Agnostic Automated System for Constructing Knowledge Base from Unstructured Text
  29 Jun 2022 1 repository listed
  We provide both a human-annotated test dataset and an auto-generated dataset.
• Prix-LM: Pretraining for Multilingual Knowledge Base Construction
  16 Oct 2021 1 repository listed
  To achieve this, it is crucial to represent multilingual knowledge in a shared/unified space.
• Fine-grained General Entity Typing in German using GermaNet
  1 Jun 2021 1 repository listed
  We use a German WordNet equivalent, GermaNet, to automatically generate training data for German general entity typing.
• Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation
  24 Nov 2020 1 repository listed
  To take advantage of the high accuracy of human annotation and the cheap cost of distant supervision, we propose the dual supervision framework which effectively utilizes both types of data.
• Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer
  7 Oct 2020 1 repository listed
  Predicting missing facts in a knowledge graph (KG) is a crucial task in knowledge base construction and reasoning, and it has been the subject of much research in recent works using KG embeddings.
• Cross-context News Corpus for Protest Events related Knowledge Base Construction
  1 Aug 2020 1 repository listed
  For each news source, the annotation starts on random samples of news articles and continues with samples that are drawn using active learning.
• High-Precision Extraction of Emerging Concepts from Scientific Literature
  11 Jun 2020 1 repository listed
  From a corpus of computer science papers on arXiv, we find that our method achieves a Precision@1000 of 99%, compared to 86% for prior work, and a substantially better precision-yield trade-off across the top 15, 000…
• Sampo: Unsupervised Knowledge Base Construction for Opinions and Implications
  14 Feb 2020 1 repository listed
  Since it can be expensive to obtain training data to learn to extract implications for each new domain of reviews, we propose an unsupervised KBC system, Sampo, Specifically, Sampo is tailored to build KBs for domains…
• Towards Understanding Gender Bias in Relation Extraction
  9 Nov 2019 1 repository listed Syntology ran 2 of 5 samples · 3 unverified · 5 pointer-only (licence)
  We use WikiGenderBias to evaluate systems for bias and find that NRE systems exhibit gender biased predictions and lay groundwork for future evaluation of bias in NRE.
• COMET: Commonsense Transformers for Automatic Knowledge Graph Construction
  12 Jun 2019 1 repository listed Syntology ran 2 of 3 samples · 1 unverified
  We present the first comprehensive study on automatic knowledge base construction for two prevalent commonsense knowledge graphs: ATOMIC (Sap et al., 2019) and ConceptNet (Speer et al., 2017).
• Neural Article Pair Modeling for Wikipedia Sub-article Matching
  31 Jul 2018 1 repository listed
  Nowadays, editors tend to separate different subtopics of a long Wiki-pedia article into multiple sub-articles.
• Building an Ellipsis-aware Chinese Dependency Treebank for Web Text
  20 Jan 2018 1 repository listed
  Web 2.
• TeKnowbase: Towards Construction of a Knowledge-base of Technical Concepts
  15 Dec 2016 1 repository listed
  In this paper, we describe the construction of TeKnowbase, a knowledge-base of technical concepts in computer science.
• Row-less Universal Schema
  21 Apr 2016 1 repository listed
  In experimental results on the FB15k-237 benchmark we demonstrate that we can match the performance of a comparable model with explicit entity pair representations using a model of attention over relation types.
• Multilingual Relation Extraction using Compositional Universal Schema
  19 Nov 2015 1 repository listed
  In response, this paper introduces significant further improvements to the coverage and flexibility of universal schema relation extraction: predictions for entities unseen in training and multilingual transfer learning…
• Representing Meaning with a Combination of Logical and Distributional Models
  26 May 2015 1 repository listed
  In this paper, we focus on the three components of a practical system integrating logical and distributional models: 1) Parsing and task representation is the logic-based part where input problems are represented in…
• Personalized Page Rank for Named Entity Disambiguation
  1 May 2015 1 repository listed

Syntology lines on 4 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.