LIMI: Less is More for Agency
Fuente:
arXiv
Saved in:
| Main Authors: | Xiao, Yang, Jiang, Mohan, Sun, Jie, Li, Keyu, Lin, Jifan, Zhuang, Yumin, Zeng, Ji, Xia, Shijie, Hua, Qishuo, Li, Xuefeng, Cai, Xiaojie, Wang, Tongyu, Zhang, Yue, Liu, Liming, Wu, Xia, Hou, Jinlong, Cheng, Yuan, Li, Wenjie, Wang, Xiang, Wang, Dequan, Liu, Pengfei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
daVinci-Agency: Unlocking Long-Horizon Agency Data-Efficiently
by: Jiang, Mohan, et al.
Published: (2026)
by: Jiang, Mohan, et al.
Published: (2026)
AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts
by: Li, Keyu, et al.
Published: (2026)
by: Li, Keyu, et al.
Published: (2026)
LIMR: Less is More for RL Scaling
by: Li, Xuefeng, et al.
Published: (2025)
by: Li, Xuefeng, et al.
Published: (2025)
LIMO: Less is More for Reasoning
by: Ye, Yixin, et al.
Published: (2025)
by: Ye, Yixin, et al.
Published: (2025)
DatasetResearch: Benchmarking Agent Systems for Demand-Driven Dataset Discovery
by: Li, Keyu, et al.
Published: (2025)
by: Li, Keyu, et al.
Published: (2025)
Context Engineering 2.0: The Context of Context Engineering
by: Hua, Qishuo, et al.
Published: (2025)
by: Hua, Qishuo, et al.
Published: (2025)
Evaluating Mathematical Reasoning Beyond Accuracy
by: Xia, Shijie, et al.
Published: (2024)
by: Xia, Shijie, et al.
Published: (2024)
Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems
by: Li, Keyu, et al.
Published: (2026)
by: Li, Keyu, et al.
Published: (2026)
Interaction as Intelligence Part II: Asynchronous Human-Agent Rollout for Long-Horizon Task Training
by: Fu, Dayuan, et al.
Published: (2025)
by: Fu, Dayuan, et al.
Published: (2025)
MathPile: A Billion-Token-Scale Pretraining Corpus for Math
by: Wang, Zengzhi, et al.
Published: (2023)
by: Wang, Zengzhi, et al.
Published: (2023)
daVinci-Dev: Agent-native Mid-training for Software Engineering
by: Zeng, Ji, et al.
Published: (2026)
by: Zeng, Ji, et al.
Published: (2026)
OlympicArena Medal Ranks: Who Is the Most Intelligent AI So Far?
by: Huang, Zhen, et al.
Published: (2024)
by: Huang, Zhen, et al.
Published: (2024)
SR-Scientist: Scientific Equation Discovery With Agentic AI
by: Xia, Shijie, et al.
Published: (2025)
by: Xia, Shijie, et al.
Published: (2025)
Hydrothermal synthesis of highly cross‐linked PtZn@Silicalite‐1 structured catalysts for propane dehydrogenation
by: Liming Xia, et al.
Published: (2024)
by: Liming Xia, et al.
Published: (2024)
Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More
by: Zhuang, Xialie, et al.
Published: (2025)
by: Zhuang, Xialie, et al.
Published: (2025)
Genomic Structural Equation Modeling Combined With Post‐GWAS Analysis Identifies Two Risk Gene Loci and Functionally Sensitive Genes Associated With Cardiac Conduction Block
by: Tongyu Wang, et al.
Published: (2026)
by: Tongyu Wang, et al.
Published: (2026)
Soundwave: Less is More for Speech-Text Alignment in LLMs
by: Zhang, Yuhao, et al.
Published: (2025)
by: Zhang, Yuhao, et al.
Published: (2025)
CAMixerSR: Only Details Need More "Attention"
by: Wang, Yan, et al.
Published: (2024)
by: Wang, Yan, et al.
Published: (2024)
Less is More: On the Importance of Data Quality for Unit Test Generation
by: Zhang, Junwei, et al.
Published: (2025)
by: Zhang, Junwei, et al.
Published: (2025)
Less is More: Efficient Black-box Attribution via Minimal Interpretable Subset Selection
by: Chen, Ruoyu, et al.
Published: (2025)
by: Chen, Ruoyu, et al.
Published: (2025)
When Less is More: The LLM Scaling Paradox in Context Compression
by: Guo, Ruishan, et al.
Published: (2026)
by: Guo, Ruishan, et al.
Published: (2026)
Anatase‐reinforced PtZn@Silicalite‐1 structured catalysts boosting propane dehydrogenation
by: Liming Xia, et al.
Published: (2024)
by: Liming Xia, et al.
Published: (2024)
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling
by: Wang, Zengzhi, et al.
Published: (2025)
by: Wang, Zengzhi, et al.
Published: (2025)
Less is More: Resource-Efficient Low-Rank Adaptation
by: Tian, Chunlin, et al.
Published: (2025)
by: Tian, Chunlin, et al.
Published: (2025)
DiffGraph: Heterogeneous Graph Diffusion Model
by: Li, Zongwei, et al.
Published: (2025)
by: Li, Zongwei, et al.
Published: (2025)
Quantize What Counts: More for Keys, Less for Values
by: Hariri, Mohsen, et al.
Published: (2025)
by: Hariri, Mohsen, et al.
Published: (2025)
Learn More, Forget Less: A Gradient-Aware Data Selection Approach for LLM
by: Liu, Yibai, et al.
Published: (2025)
by: Liu, Yibai, et al.
Published: (2025)
Less is More: on the Over-Globalizing Problem in Graph Transformers
by: Xing, Yujie, et al.
Published: (2024)
by: Xing, Yujie, et al.
Published: (2024)
Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network
by: Wang, Hong, et al.
Published: (2025)
by: Wang, Hong, et al.
Published: (2025)
O1 Replication Journey: A Strategic Progress Report -- Part 1
by: Qin, Yiwei, et al.
Published: (2024)
by: Qin, Yiwei, et al.
Published: (2024)
Observe Less, Understand More: Cost-aware Cross-scale Observation for Remote Sensing Understanding
by: Xie, Zhenghao, et al.
Published: (2026)
by: Xie, Zhenghao, et al.
Published: (2026)
Less is More: Efficient Model Merging with Binary Task Switch
by: Qi, Biqing, et al.
Published: (2024)
by: Qi, Biqing, et al.
Published: (2024)
ToRL: Scaling Tool-Integrated RL
by: Li, Xuefeng, et al.
Published: (2025)
by: Li, Xuefeng, et al.
Published: (2025)
Progress or Regress? Self-Improvement Reversal in Post-training
by: Wu, Ting, et al.
Published: (2024)
by: Wu, Ting, et al.
Published: (2024)
Say More with Less: Understanding Prompt Learning Behaviors through Gist Compression
by: Li, Xinze, et al.
Published: (2024)
by: Li, Xinze, et al.
Published: (2024)
TokenSkip: Controllable Chain-of-Thought Compression in LLMs
by: Xia, Heming, et al.
Published: (2025)
by: Xia, Heming, et al.
Published: (2025)
Less Is More: Generating Time Series with LLaMA-Style Autoregression in Simple Factorized Latent Spaces
by: Li, Siyuan, et al.
Published: (2025)
by: Li, Siyuan, et al.
Published: (2025)
Less or More From Teacher: Exploiting Trilateral Geometry For Knowledge Distillation
by: Hu, Chengming, et al.
Published: (2023)
by: Hu, Chengming, et al.
Published: (2023)
MAC: A Live Benchmark for Multimodal Large Language Models in Scientific Understanding
by: Jiang, Mohan, et al.
Published: (2025)
by: Jiang, Mohan, et al.
Published: (2025)
O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
by: Huang, Zhen, et al.
Published: (2024)
by: Huang, Zhen, et al.
Published: (2024)
Similar Items
-
daVinci-Agency: Unlocking Long-Horizon Agency Data-Efficiently
by: Jiang, Mohan, et al.
Published: (2026) -
AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts
by: Li, Keyu, et al.
Published: (2026) -
LIMR: Less is More for RL Scaling
by: Li, Xuefeng, et al.
Published: (2025) -
LIMO: Less is More for Reasoning
by: Ye, Yixin, et al.
Published: (2025) -
DatasetResearch: Benchmarking Agent Systems for Demand-Driven Dataset Discovery
by: Li, Keyu, et al.
Published: (2025)