SalesSim benchmarks MLLMs as retail user simulators, finds gaps in persona adherence and over-persuasion, and introduces UserGRPO RL to raise decision alignment by 13.8%.
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LithoBench is a new multi-level benchmark showing that existing large multimodal models have substantial limitations in geological semantic understanding for remote sensing lithology interpretation.
VLMs frequently switch away from a target visual path to nearby similar distractors in controlled tracing tasks, with standard scaling, reasoning, and instruction interventions providing only partial mitigation.
citing papers explorer
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SalesSim: Benchmarking and Aligning Multimodal Language Models as Retail User Simulators
SalesSim benchmarks MLLMs as retail user simulators, finds gaps in persona adherence and over-persuasion, and introduces UserGRPO RL to raise decision alignment by 13.8%.
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LithoBench: Benchmarking Large Multimodal Models for Remote-Sensing Lithology Interpretation
LithoBench is a new multi-level benchmark showing that existing large multimodal models have substantial limitations in geological semantic understanding for remote sensing lithology interpretation.
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VLMs Trace Without Tracking: Diagnosing Failures in Visual Path Following
VLMs frequently switch away from a target visual path to nearby similar distractors in controlled tracing tasks, with standard scaling, reasoning, and instruction interventions providing only partial mitigation.