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Capital One Tech Blog

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publications

T1: a tool-oriented conversational dataset

A conversational dataset specifically designed to capture and manage inter-tool dependencies across diverse domains. (NeurIPS)

publications

R3: robust rubric-agnostic reward models

A novel reward modeling framework that is rubric-agnostic, generalizable and provides reasoned score assignments. (NeurIPS)

publications

SoTA with less: MCTS-guided sample selection

Visual reasoning models that achieve SoTA performance using an order of magnitude fewer training samples. (NeurIPS)

publications

Does thinking more always help?

A study across models and benchmarks and an alternative test-time scaling approach. (NeurIPS)

publications

ViCrit: a verifiable reinforcement learning proxy task

An RL proxy task that trains VLMs to localize synthetic hallucinations injected into human-written captions. (NeurIPS)

publications

RAFFLES: reasoning-based attribution of faults

An evaluation architecture that incorporates reasoning and iterative refinement. (NeurIPS)

publications

Uncertainty as feature gaps

An uncertainty measure defined as the cross-entropy between predictive distribution and unknown true distribution. (NeurIPS)

publications

Improving consistency in retrieval-augmented systems

An RL approach that leverages multiple rollouts across paraphrased set to assign group similarity rewards. (NeurIPS)

publications

Towards scalable meta-learning

An efficient, scalable method for generating synthetic pre-training data to enable meta-learning of decision trees. (NeurIPS)

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