PARTAB: Partition-Aware Reasoning with Structured Evidence for Scalable Table Understanding

arXiv:2608.24082 · cs.CL, cs.AI, cs.IR · Submitted 2026-08-25 · Read on arXiv

cs.CL, cs.AI, cs.IR

Submitted: 2026-08-25

Updated: 2026-08-25

Terminology

• Aggregation — 28× in this paper · explained in 1 episode
• Accuracy — 19× in this paper · explained in 1 episode
• Benchmark — 14× in this paper · explained in 2 episodes
• Verification — 13× in this paper · explained in 2 episodes
• Analyzer — 10× in this paper · explained in 1 episode
• Exact Match — 10× in this paper
• Numerical Reasoning — 10× in this paper
• Text-to-SQL — 10× in this paper · explained in 3 episodes
• Pruning — 5× in this paper · explained in 4 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Structured Reasoning — 4× in this paper · explained in 3 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• In International Conference on Learning Representations — 2× in this paper
• Interpretability — 2× in this paper · explained in 15 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Semantic Understanding — 2× in this paper · explained in 2 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Adaptive Reasoning — 1× in this paper · explained in 2 episodes
• Agentic Retrieval — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Core — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hybrid System — 1× in this paper · explained in 2 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• TableMaster: A Recipe to Advance Table Understanding with Language Models
• PoTable: Towards Systematic Thinking via Plan-then-Execute Stage Reasoning on Tables
• TableMoE: Neuro-Symbolic Routing for Structured Expert Reasoning in Multimodal Table Understanding

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