Towards Robust Numerical Claim Verification

arXiv:2610.00689 · cs.CL · Submitted 2026-09-30 · Read on arXiv

cs.CL

Submitted: 2026-09-30

Updated: 2026-09-30

Code: https://github.com/iai-group/numpert-fine-tune

Terminology

Accuracy — 75× in this paper · explained in 1 episode
Fine-Tuning — 39× in this paper · explained in 5 episodes
Verification — 28× in this paper · explained in 2 episodes
Robustness — 24× in this paper · explained in 5 episodes
Benchmark — 8× in this paper · explained in 2 episodes
Adaptation — 6× in this paper · explained in 1 episode
Embeddings — 4× in this paper · explained in 2 episodes
Transformer — 4× in this paper · explained in 2 episodes
Ablation — 3× in this paper · explained in 1 episode
Numerical Counterexample Prompt — 3× in this paper
Adversarial Training — 2× in this paper · explained in 1 episode
Parameter-Efficient Fine-Tuning — 2× in this paper · explained in 2 episodes
Structured Chain-of-Thought — 2× in this paper
Adam — 1× in this paper · explained in 2 episodes
Adversarial Attacks — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Decision-Support Tool — 1× in this paper · explained in 2 episodes
Distribution Shift — 1× in this paper · explained in 5 episodes
Grounding — 1× in this paper · explained in 3 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes

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