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From the 1 of 8 linked papers with an AI index.

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20242026
most citedRobobench: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models as Embodied Brain

1 citations · 1 across the 2 of their papers we have counts for

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8 papers

cs.AI2026

CoRT: Counterfactual Replay for Token-Level Rubric-Guided Policy Optimization

Bo-Wen Zhang, Junwei He, Wen Wang +5

The paper introduces CoRT, a method that uses counterfactual replay to assign token-level credit in rubric-guided reinforcement learning for language models, improving credit alloc…

cs.RO20261 cited

Robobench: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models as Embodied Brain

Yulin Luo, Chun-Kai Fan, Menghang Dong +19

Building robots that can perceive, reason, and act in dynamic, unstructured environments remains a central challenge. Recent embodied systems often follow a dual-system paradigm, w…

cs.CL2025

Infinity Instruct: Scaling Instruction Selection and Synthesis to Enhance Language Models

Jijie Li, Li Du, Hanyu Zhao +5

Large Language Models (LLMs) demonstrate strong performance in real-world applications, yet existing open-source instruction datasets often concentrate on narrow domains, such as m…

cs.LG2025

InCo-DPO: Balancing Distribution Shift and Data Quality for Enhanced Preference Optimization

Yunan Wang, Jijie Li, Bo-Wen Zhang +2

Direct Preference Optimization (DPO) optimizes language models to align with human preferences. Utilizing on-policy samples, generated directly by the policy model, typically resul…

cs.CL2025

Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data

Shuhao Gu, Jialing Zhang, Siyuan Zhou +23

Recently, Vision-Language Models (VLMs) have achieved remarkable progress in multimodal tasks, and multimodal instruction data serves as the foundation for enhancing VLM capabiliti…

cs.CL2024

CCI3.0-HQ: a large-scale Chinese dataset of high quality designed for pre-training large language models

Liangdong Wang, Bo-Wen Zhang, Chengwei Wu +7

We present CCI3.0-HQ (https://huggingface.co/datasets/BAAI/CCI3-HQ), a high-quality 500GB subset of the Chinese Corpora Internet 3.0 (CCI3.0)(https://huggingface.co/datasets/BAAI/C…