mlsanityData to 14 Oct 2026

AIC CTU@FEVER 8: On-premise fact checking through long context RAG

arXiv 2508.04390 ↗First posted 5 Aug 2025cs.CL cs.AIcited by 3

Not on the map. Why?

Abstract (arXiv)

In this paper, we present our fact-checking pipeline which has scored first in FEVER 8 shared task. Our fact-checking system is a simple two-step RAG pipeline based on our last year's submission. We show how the pipeline can be redeployed on-premise, achieving state-of-the-art fact-checking performance (in sense of Ev2R test-score), even under the constraint of a single NVidia A10 GPU, 23GB of graphical memory and 60s running time per claim.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 7 of its 19 references that are in the map. First posted on arXiv 5 Aug 2025.

Builds on

7 of 19 references.

References · 7

  1. 2017Billion-scale similarity search with GPUscited by 2,497
  2. 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Webcited by 144
  3. 2024The Automated Verification of Textual Claims (AVeriTeC) Shared Taskcited by 29
  4. 2024Ev2R: Evaluating Evidence Retrieval in Automated Fact-Checkingcited by 18
  5. 2024HerO at AVeriTeC: The Herd of Open Large Language Models for Verifying Real-World Claimscited by 12
  6. 2024AIC CTU system at AVeriTeC: Re-framing automated fact-checking as a simple RAG taskcited by 8
  7. 2024Multi-hop Evidence Pursuit Meets the Web: Team Papelo at FEVER 2024cited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 3.

3 papers.

  1. 2026VILLAIN at AVerImaTeC: Verifying Image-Text Claims via Multi-Agent Collaborationcited by 0
  2. 2026AIC CTU@AVerImaTeC: dual-retriever RAG for image-text fact checkingcited by 0
  3. 2026Evaluating and Improving Evidence-Grounded Fact-Checking in LLMs via Multi-Round Evidence Ablationcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2025Use of Retrieval-Augmented Large Language Model Agent for Long-Form COVID-19 Fact-Checking
  2. 2026Sustained 70B-Class AWQ Inference on a Single NVIDIA L20: Throughput, Stability, Energy, and Quality Characterization ↗
  3. 2024Evidence-backed Fact Checking using RAG and Few-Shot In-Context Learning with LLMs
  4. 2026RAGScope: A Leakage-Controlled, Cost-Aware Evidence-Gating Protocol for RAG Hallucination Triage
  5. 2026R2VC: Modular Fact-Checking with Retrieval, Verification, and Confidence Calibration
  6. 2025Think Right, Not More: Test-Time Scaling for Numerical Claim Verification
  7. 2026Hidden States as Early Signals: Step-level Trace Evaluation and Pruning for Efficient Test-Time Scaling
  8. 2026Decomposition-Induced Context-Memory Conflict: When Fact-Checking Pipelines Contradict Their Own Source Text