VerTox: Verifiable Reward-Guided Corpus Poisoning Against Neural Ranking Models
cs.CL, cs.IR
Submitted: 2026-09-01
Updated: 2026-09-01
Code: https://github.com/zhiqihuang/vertox-corpus-poisoning
Terminology
Sources
- MS MARCO: A Human Generated MAchine Reading COmprehension Dataset
- Overview of the TREC 2022 deep learning track
- Retrieval-Augmented Generation for Large Language Models: A Survey
- Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations
- Confundo: Learning to Generate Robust Poison for Practical RAG Systems
- Tulu 3: Pushing Frontiers in Open Language Model Post-Training
- Pretrained Transformers for Text Ranking: BERT and Beyond
- Passage Re-ranking with BERT
- Olmo 3
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- OpenAI GPT-5 System Card
- DAPO: An Open-Source LLM Reinforcement Learning System at Scale
- Practical Poisoning Attacks against Retrieval-Augmented Generation
- Hallucination Detection and Evaluation of Large Language Model
Related papers
- Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
- Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
- Subliminal Steering: Stronger Encoding of Hidden Signals
- MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
- The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
- Untangling the Mechanisms of Misleading Context in Medical Question Answering