NGTR, a training-free framework that retrieves a similar neighbor, scores multiple image-preprocessing toolchains on that neighbor's labels, and reflects before each tool step, lifts VLLM table recognition accuracy on low-quality datasets.
Figure 11: Chain-of-Thought prompt template for VLLMs on table recognition tasks
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Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner
NGTR, a training-free framework that retrieves a similar neighbor, scores multiple image-preprocessing toolchains on that neighbor's labels, and reflects before each tool step, lifts VLLM table recognition accuracy on low-quality datasets.