GroundSight at GroundLM 2026 Shared Tasks: GoldenViewVQA

arXiv:2610.11402 · cs.CV · Submitted 2026-10-08 · Read on arXiv

cs.CV

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Verification — 45× in this paper · explained in 2 episodes
• Accuracy — 42× in this paper · explained in 1 episode
• Grounding — 9× in this paper · explained in 3 episodes
• Benchmark — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Hallucination — 4× in this paper · explained in 3 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Core — 2× in this paper · explained in 2 episodes
• Distillation — 2× in this paper · explained in 2 episodes
• Multimodal Reasoning — 2× in this paper · explained in 5 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Multimodal Dataset — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes

Sources

• Qwen3-VL Technical Report
• Where Does the Answer Come From? Benchmarking View-Level Visual Evidence Identification in Multi-View MLLMs for Autonomous Driving
• LitTraceQA: A Benchmark for Multi-Stage Grounding and Verification in Scientific Question Answering
• ChartLens: A Dual-Branch Framework for Chart Data Correction and Factual Summary Refinement
• ParseFixer: An Agentic Framework for Document Parsing via Selective Multimodal Correction

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