Semantic Role Labeling

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

7 leaderboard tables shown for this task, 7 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

14 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

3 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 138 papers with code (620 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.

• Deep contextualized word representations
  15 Feb 2018 46 repositories listed Syntology ran 23 of 58 samples · 35 unverified · 25 pointer-only (licence)
  We introduce a new type of deep contextualized word representation that models both (1) complex characteristics of word use (e.
• The Natural Language Decathlon: Multitask Learning as Question Answering
  20 Jun 2018 6 repositories listed Syntology ran 1 of 13 samples · 12 unverified · 4 pointer-only (licence)
  Though designed for decaNLP, MQAN also achieves state of the art results on the WikiSQL semantic parsing task in the single-task setting.
• An Incremental Parser for Abstract Meaning Representation
  22 Aug 2016 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  We describe a transition-based parser for AMR that parses sentences left-to-right, in linear time.
• Generalizing Natural Language Analysis through Span-relation Representations
  10 Nov 2019 3 repositories listed
  Natural language processing covers a wide variety of tasks predicting syntax, semantics, and information content, and usually each type of output is generated with specially designed architectures.
• Simple BERT Models for Relation Extraction and Semantic Role Labeling
  10 Apr 2019 3 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  We present simple BERT-based models for relation extraction and semantic role labeling.
• LINSPECTOR: Multilingual Probing Tasks for Word Representations
  22 Mar 2019 3 repositories listed
  We present a reusable methodology for creation and evaluation of such tests in a multilingual setting.
• Large-Scale QA-SRL Parsing
  14 May 2018 3 repositories listed
  We present a new large-scale corpus of Question-Answer driven Semantic Role Labeling (QA-SRL) annotations, and the first high-quality QA-SRL parser.
• Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints
  29 Jul 2017 3 repositories listed
  Language is increasingly being used to define rich visual recognition problems with supporting image collections sourced from the web.
• Speaker attribution in German parliamentary debates with QLoRA-adapted large language models
  18 Sep 2023 2 repositories listed
  The growing body of political texts opens up new opportunities for rich insights into political dynamics and ideologies but also increases the workload for manual analysis.
• What do you MEME? Generating Explanations for Visual Semantic Role Labelling in Memes
  1 Dec 2022 2 repositories listed
  Here, we introduce a novel task - EXCLAIM, generating explanations for visual semantic role labeling in memes.
• ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs
  19 Apr 2022 2 repositories listed
  As Abstract Meaning Representation (AMR) implicitly involves compound semantic annotations, we hypothesize auxiliary tasks which are semantically or formally related can better enhance AMR parsing.
• Structured Prediction as Translation between Augmented Natural Languages
  14 Jan 2021 2 repositories listed
  We propose a new framework, Translation between Augmented Natural Languages (TANL), to solve many structured prediction language tasks including joint entity and relation extraction, nested named entity recognition,…
• BERTje: A Dutch BERT Model
  19 Dec 2019 2 repositories listed Syntology ran 2 of 5 samples · 3 unverified
  The transformer-based pre-trained language model BERT has helped to improve state-of-the-art performance on many natural language processing (NLP) tasks.
• Glyce: Glyph-vectors for Chinese Character Representations
  29 Jan 2019 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  However, due to the lack of rich pictographic evidence in glyphs and the weak generalization ability of standard computer vision models on character data, an effective way to utilize the glyph information remains to be…
• A Span Selection Model for Semantic Role Labeling
  4 Oct 2018 2 repositories listed
  We present a simple and accurate span-based model for semantic role labeling (SRL).
• AllenNLP: A Deep Semantic Natural Language Processing Platform
  20 Mar 2018 2 repositories listed
  This paper describes AllenNLP, a platform for research on deep learning methods in natural language understanding.
• Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling
  14 Mar 2017 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  GCNs over syntactic dependency trees are used as sentence encoders, producing latent feature representations of words in a sentence.
• A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role Labeling
  10 Jan 2017 2 repositories listed
  However, when automatically predicted part-of-speech tags are provided as input, it substantially outperforms all previous local models and approaches the best reported results on the English CoNLL-2009 dataset.
• Demonyms and Compound Relational Nouns in Nominal Open IE
  1 Jun 2016 2 repositories listed
• Visual Semantic Role Labeling
  17 May 2015 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  In this paper we introduce the problem of Visual Semantic Role Labeling: given an image we want to detect people doing actions and localize the objects of interaction.
• Natural Language Processing (almost) from Scratch
  2 Mar 2011 2 repositories listed
  We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including: part-of-speech tagging, chunking, named entity recognition, and…
• Semantic Role Labeling: A Systematical Survey
  9 Feb 2025 1 repository listed
  Semantic role labeling (SRL) is a central natural language processing (NLP) task aiming to understand the semantic roles within texts, facilitating a wide range of downstream applications.
• When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario Context
  10 Oct 2024 1 repository listed
  We introduce a neural architecture finetuned for the task of scenario context generation: The relevant location and time of an event or entity mentioned in text.
• Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos
  30 Jul 2024 1 repository listed
  We also propose a verb-wise role prediction model with near-perfect accuracy to create an end-to-end framework for producing situational summaries for out-of-domain images.
• Annotating FrameNet via Structure-Conditioned Language Generation
  7 Jun 2024 1 repository listed
  Despite the remarkable generative capabilities of language models in producing naturalistic language, their effectiveness on explicit manipulation and generation of linguistic structures remain understudied.
• Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning
  7 Nov 2023 1 repository listed Syntology ran 10 of 14 samples · 4 unverified
  Unfortunately, this requires formatting them into specialized augmented format unknown to the base pretrained language model (PLMs) necessitating finetuning to the target format.
• Extracting Entities of Interest from Comparative Product Reviews
  31 Oct 2023 1 repository listed
  This paper presents a deep learning based approach to extract product comparison information out of user reviews on various e-commerce websites.
• Augmenting Transformers with Recursively Composed Multi-grained Representations
  28 Sep 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  More interestingly, the hierarchical structures induced by ReCAT exhibit strong consistency with human-annotated syntactic trees, indicating good interpretability brought by the CIO layers.
• Improving Aspect-Based Sentiment with End-to-End Semantic Role Labeling Model
  27 Jul 2023 1 repository listed
  We propose a novel end-to-end Semantic Role Labeling model that effectively captures most of the structured semantic information within the Transformer hidden state.
• Discovering collective narratives shifts in online discussions
  17 Jul 2023 1 repository listed
  Narrative is a foundation of human cognition and decision making.

Syntology lines on 10 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.