Gloss-free Sign Language Translation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

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

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (20 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.

• Multilingual Gloss-free Sign Language Translation: Towards Building a Sign Language Foundation Model
  30 May 2025 1 repository listed
  Sign Language Translation (SLT) aims to convert sign language (SL) videos into spoken language text, thereby bridging the communication gap between the sign and the spoken community.
• Uni-Sign: Toward Unified Sign Language Understanding at Scale
  25 Jan 2025 1 repository listed Syntology ran 14 of 15 samples · 1 unverified · 15 pointer-only (licence)
  Sign language pre-training has gained increasing attention for its ability to enhance performance across various sign language understanding (SLU) tasks.
• Signformer is all you need: Towards Edge AI for Sign Language
  19 Nov 2024 1 repository listed
  Sign language translation, especially in gloss-free paradigm, is confronting a dilemma of impracticality and unsustainability due to growing resource-intensive methodologies.
• An Efficient Sign Language Translation Using Spatial Configuration and Motion Dynamics with LLMs
  20 Aug 2024 1 repository listed
  With this in mind, we introduce Spatial and Motion-based Sign Language Translation (SpaMo), a novel LLM-based SLT framework.
• Sign Language Translation with Sentence Embedding Supervision
  14 Aug 2024 1 repository listed
  State-of-the-art sign language translation (SLT) systems facilitate the learning process through gloss annotations, either in an end2end manner or by involving an intermediate step.
• Improving Gloss-free Sign Language Translation by Reducing Representation Density
  23 May 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we identify a representation density problem that could be a bottleneck in restricting the performance of gloss-free SLT.
• Factorized Learning Assisted with Large Language Model for Gloss-free Sign Language Translation
  19 Mar 2024 1 repository listed
  Although some approaches work towards gloss-free SLT through jointly training the visual encoder and translation network, these efforts still suffer from poor performance and inefficient use of the powerful Large…
• Towards Privacy-Aware Sign Language Translation at Scale
  14 Feb 2024 1 repository listed Syntology ran 6 of 12 samples · 6 unverified · 12 pointer-only (licence)
  A major impediment to the advancement of sign language translation (SLT) is data scarcity.
• Gloss-free Sign Language Translation: Improving from Visual-Language Pretraining
  27 Jul 2023 1 repository listed Syntology ran 6 of 7 samples · 1 unverified
  Many previous methods employ an intermediate representation, i.
• Gloss Attention for Gloss-free Sign Language Translation
  14 Jul 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We find that it can provide two aspects of information for the model, 1) it can help the model implicitly learn the location of semantic boundaries in continuous sign language videos, 2) it can help the model understand…
• Gloss-Free End-to-End Sign Language Translation
  22 May 2023 1 repository listed
  In this paper, we tackle the problem of sign language translation (SLT) without gloss annotations.
• Open-Domain Sign Language Translation Learned from Online Video
  25 May 2022 1 repository listed
  Existing work on sign language translation - that is, translation from sign language videos into sentences in a written language - has focused mainly on (1) data collected in a controlled environment or (2) data in a…

Syntology lines on 5 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.