LOOMSUM:Weaving Quantitative and Narrative Evidence for Faithful Long Text-Table Summarization

arXiv:2609.00241 · cs.CL · Submitted 2026-08-31 · Read on arXiv

cs.CL

Submitted: 2026-08-31

Updated: 2026-08-31

Terminology

• Consistency — 30× in this paper · explained in 3 episodes
• RAG — 27× in this paper · explained in 3 episodes
• Grounding — 21× in this paper · explained in 3 episodes
• Alignment — 20× in this paper · explained in 1 episode
• Relation Consistency — 16× in this paper
• Analysis Support — 11× in this paper
• Table-Grounded Faithfulness — 8× in this paper
• Numeric Grounding — 7× in this paper
• Provenance — 6× in this paper · explained in 4 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Training-Free Framework — 3× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Aggregation — 2× in this paper · explained in 1 episode
• LLM judge — 2× in this paper · explained in 2 episodes
• Numerical Coverage — 2× in this paper
• Numerical Precision — 2× in this paper
• Ablation Studies — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agent-as-Judge — 1× in this paper · explained in 1 episode
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• In-Context Learning — 1× in this paper · explained in 4 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Numerical Selection — 1× in this paper
• Personalization — 1× in this paper · explained in 2 episodes
• Positional Bias — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• The Moving Target: A Longitudinal Audit of Trust-Benchmark Score Drift Across Open-Source Chat LLM Release Lines
• Characterizing Multimodal Long-form Summarization: A Case Study on Financial Reports
• BERTScore: Evaluating Text Generation with BERT
• OpenAI GPT-5 System Card
• Beyond Accuracy: Measuring Bias Acknowledgment in Chain-of-Thought Reasoning for Responsible AI Evaluation

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