Fine-Tuning LLMs on Small Medical Datasets: Text Classification and Normalization Effectiveness on Cardiology reports and Discharge records
Fuente:
arXiv
Saved in:
| Main Authors: | Losch, Noah, Plagwitz, Lucas, Büscher, Antonius, Varghese, Julian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
Targeted Lexical Injection: Unlocking Latent Cross-Lingual Alignment in Lugha-Llama via Early-Layer LoRA Fine-Tuning
by: Ngugi, Stanley
Published: (2025)
by: Ngugi, Stanley
Published: (2025)
Prompt Tuned Embedding Classification for Multi-Label Industry Sector Allocation
by: Buchner, Valentin Leonhard, et al.
Published: (2023)
by: Buchner, Valentin Leonhard, et al.
Published: (2023)
Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025)
The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and Retrieval
by: Alam, Firoj, et al.
Published: (2025)
by: Alam, Firoj, et al.
Published: (2025)
NERCat: Fine-Tuning for Enhanced Named Entity Recognition in Catalan
by: Ferreres, Guillem Cadevall, et al.
Published: (2025)
by: Ferreres, Guillem Cadevall, et al.
Published: (2025)
Unveiling the Secret Recipe: A Guide For Supervised Fine-Tuning Small LLMs
by: Pareja, Aldo, et al.
Published: (2024)
by: Pareja, Aldo, et al.
Published: (2024)
MELoRA: Mini-Ensemble Low-Rank Adapters for Parameter-Efficient Fine-Tuning
by: Ren, Pengjie, et al.
Published: (2024)
by: Ren, Pengjie, et al.
Published: (2024)
Multiplication in Multimodal LLMs: Computation with Text, Image, and Audio Inputs
by: Balter, Samuel G., et al.
Published: (2026)
by: Balter, Samuel G., et al.
Published: (2026)
Multi-Model Synthetic Training for Mission-Critical Small Language Models
by: Platt, Nolan, et al.
Published: (2025)
by: Platt, Nolan, et al.
Published: (2025)
The MSR-Video to Text Dataset with Clean Annotations
by: Chen, Haoran, et al.
Published: (2021)
by: Chen, Haoran, et al.
Published: (2021)
AgenticAI-DialogGen: Topic-Guided Conversation Generation for Fine-Tuning and Evaluating Short- and Long-Term Memories of LLMs
by: Perera, Manoj Madushanka, et al.
Published: (2026)
by: Perera, Manoj Madushanka, et al.
Published: (2026)
T-Norm Operators for EU AI Act Compliance Classification: An Empirical Comparison of Lukasiewicz, Product, and Gödel Semantics in a Neuro-Symbolic Reasoning System
by: Laabs, Adam
Published: (2026)
by: Laabs, Adam
Published: (2026)
Improving Commonsense Bias Classification by Mitigating the Influence of Demographic Terms
by: Lee, JinKyu, et al.
Published: (2024)
by: Lee, JinKyu, et al.
Published: (2024)
PairCFR: Enhancing Model Training on Paired Counterfactually Augmented Data through Contrastive Learning
by: Qiu, Xiaoqi, et al.
Published: (2024)
by: Qiu, Xiaoqi, et al.
Published: (2024)
How much do LLMs learn from negative examples?
by: Hamdan, Shadi, et al.
Published: (2025)
by: Hamdan, Shadi, et al.
Published: (2025)
Communicative Agents for Slideshow Storytelling Video Generation based on LLMs
by: Fan, Jingxing, et al.
Published: (2025)
by: Fan, Jingxing, et al.
Published: (2025)
Do LLMs Truly Understand When a Precedent Is Overruled?
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
Semantic Convergence: Investigating Shared Representations Across Scaled LLMs
by: Son, Daniel, et al.
Published: (2025)
by: Son, Daniel, et al.
Published: (2025)
Causally Grounded Mechanistic Interpretability for LLMs with Faithful Natural-Language Explanations
by: Mahale, Ajay Pravin
Published: (2026)
by: Mahale, Ajay Pravin
Published: (2026)
ART: Adaptive Response Tuning Framework -- A Multi-Agent Tournament-Based Approach to LLM Response Optimization
by: Khan, Omer Jauhar
Published: (2025)
by: Khan, Omer Jauhar
Published: (2025)
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form QA
by: Badshah, Sher, et al.
Published: (2024)
by: Badshah, Sher, et al.
Published: (2024)
K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in Meteorology
by: Kim, Soyeon, et al.
Published: (2026)
by: Kim, Soyeon, et al.
Published: (2026)
Word Overuse and Alignment in Large Language Models: The Influence of Learning from Human Feedback
by: Juzek, Tom S., et al.
Published: (2025)
by: Juzek, Tom S., et al.
Published: (2025)
Flex: End-to-End Text-Instructed Visual Navigation from Foundation Model Features
by: Chahine, Makram, et al.
Published: (2024)
by: Chahine, Makram, et al.
Published: (2024)
Multilingual Multi-Label Emotion Classification at Scale with Synthetic Data
by: Borisov, Vadim
Published: (2026)
by: Borisov, Vadim
Published: (2026)
Cost-Aware Model Selection for Text Classification: Multi-Objective Trade-offs Between Fine-Tuned Encoders and LLM Prompting in Production
by: Gonzalez, Alberto Andres Valdes
Published: (2026)
by: Gonzalez, Alberto Andres Valdes
Published: (2026)
Performance Evaluation of Sentiment Analysis on Text and Emoji Data Using End-to-End, Transfer Learning, Distributed and Explainable AI Models
by: Velampalli, Sirisha, et al.
Published: (2025)
by: Velampalli, Sirisha, et al.
Published: (2025)
Beyond Subtokens: A Rich Character Embedding for Low-resource and Morphologically Complex Languages
by: Schneider, Felix, et al.
Published: (2026)
by: Schneider, Felix, et al.
Published: (2026)
Thinking Longer, Not Always Smarter: Evaluating LLM Capabilities in Hierarchical Legal Reasoning
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
Retrieval-Based Multi-Label Legal Annotation: Extensible, Data-Efficient and Hallucination-Free
by: Zhang, Li, et al.
Published: (2026)
by: Zhang, Li, et al.
Published: (2026)
IFMTBench: A Comprehensive Benchmark for Multilingual Translation Instruction Following
by: Sun, Mingrui, et al.
Published: (2026)
by: Sun, Mingrui, et al.
Published: (2026)
Carefully Structured Compression: Efficiently Managing StarCraft II Data
by: Ferenczi, Bryce, et al.
Published: (2024)
by: Ferenczi, Bryce, et al.
Published: (2024)
Doğal Dil İşlemede Tokenizasyon Standartları ve Ölçümü: Türkçe Üzerinden Büyük Dil Modellerinin Karşılaştırmalı Analizi
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
Büyük Dil Modelleri için TR-MMLU Benchmarkı: Performans Değerlendirmesi, Zorluklar ve İyileştirme Fırsatları
by: Bayram, M. Ali, et al.
Published: (2025)
by: Bayram, M. Ali, et al.
Published: (2025)
How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework
by: Nieth, Björn, et al.
Published: (2026)
by: Nieth, Björn, et al.
Published: (2026)
EdgeJury: Cross-Reviewed Small-Model Ensembles for Truthful Question Answering on Serverless Edge Inference
by: Kumar, Aayush
Published: (2025)
by: Kumar, Aayush
Published: (2025)
The Syntactic Acceptability Dataset (Preview): A Resource for Machine Learning and Linguistic Analysis of English
by: Juzek, Tom S
Published: (2025)
by: Juzek, Tom S
Published: (2025)
Constitution or Collapse? Exploring Constitutional AI with Llama 3-8B
by: Zhang, Xue
Published: (2025)
by: Zhang, Xue
Published: (2025)
Similar Items
-
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025) -
Targeted Lexical Injection: Unlocking Latent Cross-Lingual Alignment in Lugha-Llama via Early-Layer LoRA Fine-Tuning
by: Ngugi, Stanley
Published: (2025) -
Prompt Tuned Embedding Classification for Multi-Label Industry Sector Allocation
by: Buchner, Valentin Leonhard, et al.
Published: (2023) -
Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach
by: Delgado, Francisco Jose Cortes, et al.
Published: (2025) -
The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and Retrieval
by: Alam, Firoj, et al.
Published: (2025)