PathLang: A Language-Centered Benchmark for Vision-Language Models in Computational Pathology

arXiv:2610.11329 · cs.CV · Submitted 2026-10-08 · Read on arXiv

cs.CV

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Aggregation — 72× in this paper · explained in 1 episode
• Accuracy — 56× in this paper · explained in 1 episode
• Robustness — 44× in this paper · explained in 5 episodes
• Benchmark — 38× in this paper · explained in 2 episodes
• Alignment — 32× in this paper · explained in 1 episode
• Embeddings — 31× in this paper · explained in 2 episodes
• Isolated Tumor Cells — 25× in this paper
• Consistency — 20× in this paper · explained in 3 episodes
• Foundation Model — 14× in this paper · explained in 3 episodes
• Low-Grade Glioma — 14× in this paper
• Prompt Stability Score — 13× in this paper
• AUC — 11× in this paper · explained in 2 episodes
• Cosine Similarity — 10× in this paper · explained in 3 episodes
• Grounding — 9× in this paper · explained in 3 episodes
• Foundation Models — 7× in this paper · explained in 7 episodes
• Modality Gap — 7× in this paper · explained in 4 episodes
• Mean Reciprocal Rank — 6× in this paper
• Benchmarking — 5× in this paper · explained in 3 episodes
• Core — 5× in this paper · explained in 2 episodes
• Failure Modes — 4× in this paper · explained in 3 episodes
• Generalization — 4× in this paper · explained in 13 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Abstraction — 3× in this paper · explained in 1 episode
• Alignment Scores — 3× in this paper · explained in 1 episode
• Normalized Discounted Cumulative Gain — 3× in this paper
• Whole Slide Image — 3× in this paper
• Prompt Engineering — 2× in this paper · explained in 4 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Area Under the ROC Curve — 1× in this paper
• External Validation — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Zero-Shot Generalization — 1× in this paper · explained in 5 episodes
• Zero-Shot Transfer — 1× in this paper · explained in 3 episodes

Sources

• PathAlign: A vision-language model for whole slide images in histopathology
• How Good is my Histopathology Vision-Language Foundation Model? A Holistic Benchmark
• Prompt Sensitivity in Vision-Language Grounding: How Small Changes in Wording Affect Object Detection
• PathVQA: 30000+ Questions for Medical Visual Question Answering
• PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology
• THUNDER: Tile-level Histopathology image UNDERstanding benchmark
• Accelerating Data Processing and Benchmarking of AI Models for Pathology
• Benchmarking PathCLIP for Pathology Image Analysis

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