Generalist embedding models are better at short-context clinical semantic search than specialized embedding models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Excoffier, Jean-Baptiste, Roehr, Tom, Figueroa, Alexei, Papaioannou, Jens-Michalis, Bressem, Keno, Ortala, Matthieu
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LongHealth: A Question Answering Benchmark with Long Clinical Documents
by: Adams, Lisa, et al.
Published: (2024)

MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
by: Han, Tianyu, et al.
Published: (2023)

A semantic embedding space based on large language models for modelling human beliefs
by: Lee, Byunghwee, et al.
Published: (2024)

DashCLIP: Leveraging multimodal models for generating semantic embeddings for DoorDash
by: Gurjar, Omkar, et al.
Published: (2025)

An embedding theorem for multidimensional subshifts
by: Meyerovitch, Tom
Published: (2023)

Anomaly preserving contrastive neural embeddings for end-to-end model-independent searches at the LHC
by: Metzger, Kyle, et al.
Published: (2025)

Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data
by: Dorfner, Felix J., et al.
Published: (2024)

Isolating authorship from content with semantic embeddings and contrastive learning
by: Huertas-Tato, Javier, et al.
Published: (2024)

Tables Guide Vision: Learning to See the Heart through Tabular Data
by: Hasny, Marta, et al.
Published: (2025)

Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses
by: Sirin, Hale, et al.
Published: (2024)

Semantic similarity prediction is better than other semantic similarity measures
by: Herbold, Steffen
Published: (2023)

Multilingual De-Duplication Strategies: Applying scalable similarity search with monolingual & multilingual embedding models
by: Pasch, Stefan, et al.
Published: (2024)

Synopsis: Secure and private trend inference from encrypted semantic embeddings
by: Xiao, Madelyne, et al.
Published: (2025)

A semantic guide‐based embedding method for knowledge graph completion
by: Jinglin Zhang, et al.
Published: (2024)

3-manifolds with more than one abelian embedding
by: Hillman, Jonathan A.
Published: (2025)

On the expressivity of embedding quantum kernels
by: Gil-Fuster, Elies, et al.
Published: (2023)

A graph-based analysis of semantic types and coercion in contextualized word embeddings
by: Chen, Long, et al.
Published: (2026)

How can embedding models bind concepts?
by: Uselis, Arnas, et al.
Published: (2026)

Optical modeling for the evaluation of HOWFSC on embedded processors
by: Milani, Kian, et al.
Published: (2024)

Jasper and Stella: distillation of SOTA embedding models
by: Zhang, Dun, et al.
Published: (2024)

Crossing estimates for the Ising model on general s-embeddings
by: Mahfouf, Rémy
Published: (2023)

Exceptional embeddings of $N=2$ minimal models
by: Camacho, Ana Ros, et al.
Published: (2025)

Verification of transaction level models of embedded systems
by: Lucky Lochi Yu Lo
Published: (2013)

Crossing estimates for the Ising model on general s‐embeddings
by: Rémy Mahfouf
Published: (2025)

Two hands are better than one: Positive pressure ventilation in a preterm neonatal manikin model
by: Anne Murray, et al.
Published: (2024)

A short survey of duality in special functions
by: Koornwinder, Tom H.
Published: (2021)

No Data? No Problem: Robust Vision-Tabular Learning with Missing Values
by: Hasny, Marta, et al.
Published: (2025)

Ellipsoidal embeddings of graphs
by: Fanuel, Michaël, et al.
Published: (2024)

The Mukai conjecture via Cox rings for special toric ambient embeddings
by: Pearson, Heath
Published: (2026)

Equivariant embedding of finite-dimensional dynamical systems
by: Gutman, Yonatan, et al.
Published: (2023)

Routes to a building or a room suited to the specific needs of users
by: Jean-Daubias, Stéphanie, et al.
Published: (2024)

Efficient transformer with reinforced position embedding for language models
by: Hsiao, Yen-Che, et al.
Published: (2024)

Text embedding models can be great data engineers
by: Kazemian, Iman, et al.
Published: (2025)

Stochastic positional embeddings improve masked image modeling
by: Bar, Amir, et al.
Published: (2023)

A comparative analysis of embedding models for patent similarity
by: Ascione, Grazia Sveva, et al.
Published: (2024)

Language models are better than humans at next-token prediction
by: Shlegeris, Buck, et al.
Published: (2022)

From Text to Image: Exploring GPT-4Vision's Potential in Advanced Radiological Analysis across Subspecialties
by: Busch, Felix, et al.
Published: (2023)

Sex-based Bias Inherent in the Dice Similarity Coefficient: A Model Independent Analysis for Multiple Anatomical Structures
by: Häntze, Hartmut, et al.
Published: (2025)

Coherence‐based automatic short answer scoring using sentence embedding
by: Dadi Ramesh, et al.
Published: (2024)

Temporal Fusion Nexus: A task-agnostic multi-modal embedding model for clinical narratives and irregular time series in post-kidney transplant care
by: Kumar, Aditya, et al.
Published: (2026)