Embeddings Evaluation

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

2 datasets 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

10 shown of 10 papers with code (17 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.

• This is not correct! Negation-aware Evaluation of Language Generation Systems
  26 Jul 2023 2 repositories listed
  Based on this dataset, we fine-tuned a sentence transformer and an evaluation metric to improve their negation sensitivity.
• Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets
  11 May 2023 2 repositories listed
  We introduce the Collection Space Navigator (CSN), a browser-based visualization tool to explore, research, and curate large collections of visual digital artifacts that are associated with multidimensional data, such…
• Expert Concept-Modeling Ground Truth Construction for Word Embeddings Evaluation in Concept-Focused Domains
  1 Dec 2020 2 repositories listed
  We present a novel, domain expert-controlled, replicable procedure for the construction of concept-modeling ground truths with the aim of evaluating the application of word embeddings.
• A Survey of Word Embeddings Evaluation Methods
  21 Jan 2018 2 repositories listed
  Word embeddings are real-valued word representations able to capture lexical semantics and trained on natural language corpora.
• Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models
  8 May 2025 1 repository listed
  Vision-Language Models (VLMs) learn joint representations by mapping images and text into a shared latent space.
• TWLV-I: Analysis and Insights from Holistic Evaluation on Video Foundation Models
  21 Aug 2024 1 repository listed
  In this work, we discuss evaluating video foundation models in a fair and robust manner.
• Embeddings Evaluation Using a Novel Measure of Semantic Similarity
  8 Jan 2022 1 repository listed
  Then, we train several embedding models on a text corpus and select the best model, that is, the model that maximizes the correlation between the HSS and the cosine similarity of the pair of words that are in both the…
• Benchmarking Meta-embeddings: What Works and What Does Not
  1 Nov 2021 1 repository listed
  In the last few years, several methods have been proposed to build meta-embeddings.
• SART - Similarity, Analogies, and Relatedness for Tatar Language: New Benchmark Datasets for Word Embeddings Evaluation
  31 Mar 2019 1 repository listed
  We evaluate state-of-the-art word embedding models for two languages using our proposed datasets for Tatar and the original datasets for English and report our findings on performance comparison.
• The Limitations of Cross-language Word Embeddings Evaluation
  6 Jun 2018 1 repository listed
  The aim of this work is to explore the possible limitations of existing methods of cross-language word embeddings evaluation, addressing the lack of correlation between intrinsic and extrinsic cross-language evaluation…