VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus
Rohit Sinha · Kunal Tilaganji · Tanuja Ganu · Nagarajan Natarajan · Amit Sharma · Vineeth N. Balasubramanian
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Rohit Sinha · Kunal Tilaganji · Tanuja Ganu · Nagarajan Natarajan · Amit Sharma · Vineeth N. Balasubramanian
Swarnim Maheshwari · Syed Imam Ali · Vineeth N. Balasubramanian
Sairam V C Rebbapragada · Varun Gopal · Poornima Jain · Vineeth N. Balasubramanian · Muhammad Haris Khan
Rohit Sinha · Aditya Sanjiv Kanade · Sai Srinivas Kancheti · Vineeth N. Balasubramanian · Tanuja Ganu
Multimodal large language models (MLLMs) have achieved impressive progress on vision language benchmarks, yet their capacity for cognitive and psychological reasoning remains largely unexplored. We introduce Mind’s Eye, a multiple-choice benchmark of eight visuo-cognitive tasks inspired by classi...
Sai Srinivas Kancheti · Aditya Sanjiv Kanade · Vineeth N. Balasubramanian · Tanuja Ganu
Multimodal Reasoning Models (MRMs) leveraging Chain-of-Though (CoT) based thinking have revolutionized mathematical and logical problem-solving. However, we show that this paradigm struggles with generalized spatial intelligence. We perform a comprehensive evaluation of sixteen models across thir...