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016 namely CLEVER, which is augmentation-free 017 and mitigates biases on the inference stage. 018 Specifically, we train a claim-evidence fusion 019 model and a claim-only model …
Alias-Free Mamba Neural Operator - OpenReview
Sep 25, 2024 · Functionally, MambaNO achieves a clever balance between global integration, facilitated by state space model of Mamba that scans the entire function, and local integration, …
Measuring Mathematical Problem Solving With the MATH Dataset
Oct 18, 2021 · To find the limits of Transformers, we collected 12,500 math problems. While a three-time IMO gold medalist got 90%, GPT-3 models got ~5%, with accuracy increasing slowly.
Let's reward step by step: Step-Level reward model as the...
Sep 24, 2023 · Recent years have seen considerable advancements in multi-step reasoning by Large Language Models (LLMs). Numerous studies elucidate the merits of integrating …
Large Language Models are Human-Level Prompt Engineers
Feb 1, 2023 · We propose an algorithm for automatic instruction generation and selection for large language models with human level performance.
Eureka: Human-Level Reward Design via Coding Large …
Jan 16, 2024 · Large Language Models (LLMs) have excelled as high-level semantic planners for sequential decision-making tasks. However, harnessing them to learn complex low-level …
Faster Cascades via Speculative Decoding | OpenReview
Jan 22, 2025 · Cascades and speculative decoding are two common approaches to improving language models' inference efficiency. Both approaches interleave two models, but via …
LLaVA-OneVision: Easy Visual Task Transfer - OpenReview
Feb 9, 2025 · We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the …
Weakly-Supervised Affordance Grounding Guided by Part-Level...
Jan 22, 2025 · In this work, we focus on the task of weakly supervised affordance grounding, where a model is trained to identify affordance regions on objects using human-object …
LISA: Reasoning Segmentation via Large Language Model
Sep 17, 2023 · Keywords: Large Language Model, Multi-model Large Lanaguage Model, Segmentation, Reasoning Segmentation
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