Implicit Relations

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

20 shown of 20 papers with code (67 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.

• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• Training Compute-Optimal Large Language Models
  29 Mar 2022 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified · 4 pointer-only (licence)
  We investigate the optimal model size and number of tokens for training a transformer language model under a given compute budget.
• Commonsense for Generative Multi-Hop Question Answering Tasks
  17 Sep 2018 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  We instead focus on a more challenging multi-hop generative task (NarrativeQA), which requires the model to reason, gather, and synthesize disjoint pieces of information within the context to generate an answer.
• KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM Evaluation
  18 May 2025 1 repository listed
  The increasing context length of modern language models has created a need for evaluating their ability to retrieve and process information across extensive documents.
• Ask Questions with Double Hints: Visual Question Generation with Answer-awareness and Region-reference
  6 Jul 2024 1 repository listed
  The visual question generation (VQG) task aims to generate human-like questions from an image and potentially other side information (e.
• MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
  28 Mar 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  MagicLens is built on a key novel insight: image pairs that naturally occur on the same web pages contain a wide range of implicit relations (e.
• A Generalized Deep Markov Random Fields Framework for Fake News Detection.
  19 Aug 2023 1 repository listed
  Recently, the wanton dissemination of fake news on social media has adversely affected our lives, rendering automatic fake news detection a pressing issue.
• Anchor Prediction: Automatic Refinement of Internet Links
  23 May 2023 1 repository listed
  Internet links enable users to deepen their understanding of a topic by providing convenient access to related information.
• ConReader: Exploring Implicit Relations in Contracts for Contract Clause Extraction
  17 Oct 2022 1 repository listed
  We study automatic Contract Clause Extraction (CCE) by modeling implicit relations in legal contracts.
• Inferring Implicit Relations in Complex Questions with Language Models
  28 Apr 2022 1 repository listed
  A prominent challenge for modern language understanding systems is the ability to answer implicit reasoning questions, where the required reasoning steps for answering the question are not mentioned in the text…
• MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering
  17 Mar 2022 1 repository listed Syntology ran 2 of 10 samples · 8 unverified
  Knowledge-based visual question answering requires the ability of associating external knowledge for open-ended cross-modal scene understanding.
• Stock Movement Prediction Based on Bi-typed Hybrid-relational Market Knowledge Graph via Dual Attention Networks
  11 Jan 2022 1 repository listed
  Stock Movement Prediction (SMP) aims at predicting listed companies' stock future price trend, which is a challenging task due to the volatile nature of financial markets.
• Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning
  25 Oct 2021 1 repository listed
  Knowledge Graph Question Answering (KGQA) aims to answer user-questions from a knowledge graph (KG) by identifying the reasoning relations between topic entity and answer.
• GraFormer: Graph Convolution Transformer for 3D Pose Estimation
  17 Sep 2021 1 repository listed
  Exploiting relations among 2D joints plays a crucial role yet remains semi-developed in 2D-to-3D pose estimation.
• Local Explanation of Dialogue Response Generation
  11 Jun 2021 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  To gain insights into the reasoning process of a generation model, we propose a new method, local explanation of response generation (LERG) that regards the explanations as the mutual interaction of segments in input…
• Mining Temporal Evolution of Knowledge Graph and Genealogical Features for Literature-based Discovery Prediction
  22 Jul 2019 1 repository listed
  Existing techniques from Information Retrieval and Natural Language Processing attempt to identify the hidden or unpublished connections between information concepts within published literature, however, these…
• Implicit Discourse Relation Identification for Open-domain Dialogues
  9 Jul 2019 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  Discourse relation identification has been an active area of research for many years, and the challenge of identifying implicit relations remains largely an unsolved task, especially in the context of an open-domain…
• Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text
  1 Jun 2019 1 repository listed
  Short texts challenge NLP tasks such as named entity recognition, disambiguation, linking and relation inference because they do not provide sufficient context or are partially malformed (e.
• Relation-Aware Graph Attention Network for Visual Question Answering
  29 Mar 2019 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In order to answer semantically-complicated questions about an image, a Visual Question Answering (VQA) model needs to fully understand the visual scene in the image, especially the interactive dynamics between…
• Exploiting Explicit Paths for Multi-hop Reading Comprehension
  2 Nov 2018 1 repository listed
  To capture additional context, PathNet also composes the passage representations along each path to compute a passage-based representation.

Syntology lines on 7 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.