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Section 3 / 8Related Work
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Corpus

arXiv papers

3,903

Direct harvest

S2 snowball

27,864

1-hop citation

Embedded

0

768-dim vectors

Research gaps

0

LLM-identified

Extraction progress (arXiv papers)

RP5 inference

1,076 / 3,903

28% complete

RP5 fields written

1,076 / 3,903

28% complete

Extraction stats

Inference speed

qwen2.5:1.5b

1006.2s

avg / paper

33d 22h

est. remaining

1,047

papers timed

Field completeness

99% overall

Conclusions

100%

Future research

99%

Implications

100%

Importance

100%

Methodology

95%

Open gap

97%

Research question

100%

1076 papers assessed

Harvested papers (3903)

3903 / 3903 papers
Title Date ProfileCategoriesRP5Cites
TotalFM: An Organ-Separated Framework for 3D-CT Vision Foundation Models

2601.00260

2026-01-01Foundation × Health
pending
Engineering Attack Vectors and Detecting Anomalies in Additive Manufacturing

2601.00384

2026-01-01Foundation × Health
pending
The Slow Drift of Support: Boundary Failures in Multi-Turn Mental Health LLM Dialogues

2601.14269

2026-01-01Foundation × Health
pending
CSSBench: Evaluating the Safety of Lightweight LLMs against Chinese-Specific Adversarial Patterns

2601.00588

2026-01-01Foundation × Health
pending
Detecting Performance Degradation under Data Shift in Pathology Vision-Language Model

2601.00716

2026-01-01Foundation × Health
pending
Adapting Natural Language Processing Models Across Jurisdictions: A pilot Study in Canadian Cancer Registries

2601.00787

2026-01-01Foundation × Health
pending
Evaluating transfer learning strategies for improving dairy cattle body weight prediction in small farms using depth-image and point-cloud data

2601.01044

2026-01-01Foundation × Health
pending
Bridging the Semantic Gap for Categorical Data Clustering via Large Language Models

2601.01162

2026-01-01Foundation × Health
pending
Almost Clinical: Linguistic properties of synthetic electronic health records

2601.01171

2026-01-01Foundation × Health
pending
MambaFormer: Token-Level Guided Routing Mixture-of-Experts for Accurate and Efficient Clinical Assistance

2601.01260

2026-01-01Foundation × Health
pending
From Policy to Logic for Efficient and Interpretable Coverage Assessment

2601.01266

2026-01-01Foundation × Health
pending
Digital Twin AI: Opportunities and Challenges from Large Language Models to World Models

2601.01321

2026-01-01Foundation × Health
pending
Reasoning Over Recall: Evaluating the Efficacy of Generalist Architectures vs. Specialized Fine-Tunes in RAG-Based Mental Health Dialogue Systems

2601.01341

2026-01-01Foundation × Health
pending
Bayesian Orchestration of Multi-LLM Agents for Cost-Aware Sequential Decision-Making

2601.01522

2026-01-01Foundation × Health
pending
Structured Decomposition for LLM Reasoning: Cross-Domain Validation and Semantic Web Integration

2601.01609

2026-01-01Foundation × Health
pending
JMedEthicBench: A Multi-Turn Conversational Benchmark for Evaluating Medical Safety in Japanese Large Language Models

2601.01627

2026-01-01Foundation × Health
pending
UnPII: Unlearning Personally Identifiable Information with Quantifiable Exposure Risk

2601.01786

2026-01-01Foundation × Health
pending
ARIES: A Scalable Multi-Agent Orchestration Framework for Real-Time Epidemiological Surveillance and Outbreak Monitoring

2601.01831

2026-01-01Foundation × Health
pending
COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs

2601.01836

2026-01-01Foundation × Health
pending
Clinical Knowledge Graph Construction and Evaluation with Multi-LLMs via Retrieval-Augmented Generation

2601.01844

2026-01-01Foundation × Health
pending
DermoGPT: Open Weights and Open Data for Morphology-Grounded Dermatological Reasoning MLLMs

2601.01868

2026-01-01Foundation × Health
pending
Towards Privacy-Preserving Mental Health Support with Large Language Models

2601.01993

2026-01-01Foundation × Health
pending
Evaluating the Diagnostic Classification Ability of Multimodal Large Language Models: Insights from the Osteoarthritis Initiative

2601.02443

2026-01-01Foundation × Health
pending
DeCode: Decoupling Content and Delivery for Medical QA

2601.02123

2026-01-01Foundation × Health
pending
Toward Global Large Language Models in Medicine

2601.02186

2026-01-01Foundation × Health
pending
Code for Machines, Not Just Humans: Quantifying AI-Friendliness with Code Health Metrics

2601.02200

2026-01-01Foundation × Health
pending
A Comparative Study of Custom CNNs, Pre-trained Models, and Transfer Learning Across Multiple Visual Datasets

2601.02246

2026-01-01Foundation × Health
pending
LLM-Enhanced Reinforcement Learning for Time Series Anomaly Detection

2601.02511

2026-01-01Foundation × Health
pending
MetagenBERT: a Transformer-based Architecture using Foundational genomic Large Language Models for novel Metagenome Representation

2601.03295

2026-01-01Foundation × Health
pending
A Foundation Model Approach for Fetal Stress Prediction During Labor From cardiotocography (CTG) recordings

2601.06149

2026-01-01Foundation × Health
pending
Scalable Construction of a Lung Cancer Knowledge Base: Profiling Semantic Reasoning in LLMs

2601.02604

2026-01-01Foundation × Health
pending
Unveiling and Bridging the Functional Perception Gap in MLLMs: Atomic Visual Alignment and Hierarchical Evaluation via PET-Bench

2601.02737

2026-01-01Foundation × Health
pending
HAL: Inducing Human-likeness in LLMs with Alignment

2601.02813

2026-01-01Foundation × Health
pending
Dementia-R1: Reinforced Pretraining and Reasoning from Unstructured Clinical Notes for Real-World Dementia Prognosis

2601.03018

2026-01-01Foundation × Health
pending
MedDialogRubrics: A Comprehensive Benchmark and Evaluation Framework for Multi-turn Medical Consultations in Large Language Models

2601.03023

2026-01-01Foundation × Health
pending
Aligning Findings with Diagnosis: A Self-Consistent Reinforcement Learning Framework for Trustworthy Radiology Reporting

2601.03321

2026-01-01Foundation × Health
pending
LesionTABE: Equitable AI for Skin Lesion Detection

2601.03090

2026-01-01Foundation × Health
pending
LeafLife: An Explainable Deep Learning Framework with Robustness for Grape Leaf Disease Recognition

2601.03124

2026-01-01Foundation × Health
pending
AnatomiX, an Anatomy-Aware Grounded Multimodal Large Language Model for Chest X-Ray Interpretation

2601.03191

2026-01-01Foundation × Health
pending
Multi-RADS Synthetic Radiology Report Dataset and Head-to-Head Benchmarking of 41 Open-Weight and Proprietary Language Models

2601.03232

2026-01-01Foundation × Health
pending
STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning

2601.03248

2026-01-01Foundation × Health
pending
SIGMA: Scalable Spectral Insights for LLM Model Collapse

2601.03385

2026-01-01Foundation × Health
pending
PCoA: A New Benchmark for Medical Aspect-Based Summarization With Phrase-Level Context Attribution

2601.03418

2026-01-01Foundation × Health
pending
Training-Free Adaptation of New-Generation LLMs using Legacy Clinical Models

2601.03423

2026-01-01Foundation × Health
pending
EpiQAL: Benchmarking Large Language Models in Epidemiological Question Answering and Reasoning

2601.03471

2026-01-01Foundation × Health
pending
CPGPrompt: Translating Clinical Guidelines into LLM-Executable Decision Support

2601.03475

2026-01-01Foundation × Health
pending
Personalization of Large Foundation Models for Health Interventions

2601.03482

2026-01-01Foundation × Health
pending
Adaptive Trust Metrics for Multi-LLM Systems: Enhancing Reliability in Regulated Industries

2601.08858

2026-01-01Foundation × Health
pending
Layer-Order Inversion: Rethinking Latent Multi-Hop Reasoning in Large Language Models

2601.03542

2026-01-01Foundation × Health
pending
PsychEthicsBench: Evaluating Large Language Models Against Australian Mental Health Ethics

2601.03578

2026-01-01Foundation × Health
pending
Page 1 of 79 · 3903 papers