Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments
Fuente:
arXiv
Saved in:
| Main Authors: | Gu, Yu, Shu, Yiheng, Yu, Hao, Liu, Xiao, Dong, Yuxiao, Tang, Jie, Srinivasa, Jayanth, Latapie, Hugo, Su, Yu |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Procedural Environment Generation for Tool-Use Agents
by: Sullivan, Michael, et al.
Published: (2025)
by: Sullivan, Michael, et al.
Published: (2025)
ToolWeaver: Weaving Collaborative Semantics for Scalable Tool Use in Large Language Models
by: Fang, Bowen, et al.
Published: (2026)
by: Fang, Bowen, et al.
Published: (2026)
ToolGen: Unified Tool Retrieval and Calling via Generation
by: Wang, Renxi, et al.
Published: (2024)
by: Wang, Renxi, et al.
Published: (2024)
RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
by: Saji, Alan, et al.
Published: (2025)
by: Saji, Alan, et al.
Published: (2025)
MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration
by: Hasan, Md Hasebul, et al.
Published: (2025)
by: Hasan, Md Hasebul, et al.
Published: (2025)
Talk is Cheap, Communication is Hard: Dynamic Grounding Failures and Repair in Multi-Agent Negotiation
by: Yao, Yiheng, et al.
Published: (2026)
by: Yao, Yiheng, et al.
Published: (2026)
Schema as Parameterized Tools for Universal Information Extraction
by: Liang, Sheng, et al.
Published: (2025)
by: Liang, Sheng, et al.
Published: (2025)
Toward Architecture-Aware Evaluation Metrics for LLM Agents
by: Souza, Débora, et al.
Published: (2026)
by: Souza, Débora, et al.
Published: (2026)
CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)
by: Ashuach, Tomer, et al.
Published: (2025)
Improving Retrospective Language Agents via Joint Policy Gradient Optimization
by: Feng, Xueyang, et al.
Published: (2025)
by: Feng, Xueyang, et al.
Published: (2025)
EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers
by: Jiang, Yilin, et al.
Published: (2025)
by: Jiang, Yilin, et al.
Published: (2025)
Blocks Architecture (BloArk): Efficient, Cost-Effective, and Incremental Dataset Architecture for Wikipedia Revision History
by: Li, Lingxi, et al.
Published: (2024)
by: Li, Lingxi, et al.
Published: (2024)
Multi-Paradigm Agent Interaction in Practice:A Systematic Analysis of Generator-Evaluator, ReAct Loop,and Adversarial Evaluation in the buddyMe Framework
by: Wang, Xiaohua, et al.
Published: (2026)
by: Wang, Xiaohua, et al.
Published: (2026)
AI Predicts AGI: Leveraging AGI Forecasting and Peer Review to Explore LLMs' Complex Reasoning Capabilities
by: Davide, Fabrizio, et al.
Published: (2024)
by: Davide, Fabrizio, et al.
Published: (2024)
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation
by: Lyu, Bohan, et al.
Published: (2024)
by: Lyu, Bohan, et al.
Published: (2024)
LLM-Based SQL Generation: Prompting, Self-Refinement, and Adaptive Weighted Majority Voting
by: Yang, Yu-Jie, et al.
Published: (2026)
by: Yang, Yu-Jie, et al.
Published: (2026)
Automated CAD Modeling Sequence Generation from Text Descriptions via Transformer-Based Large Language Models
by: Liao, Jianxing, et al.
Published: (2025)
by: Liao, Jianxing, et al.
Published: (2025)
Autonomous Deep Agent
by: Yu, Amy, et al.
Published: (2025)
by: Yu, Amy, et al.
Published: (2025)
Good to Go: The LOOP Skill Engine That Hits 99% Success and Slashes Token Usage by 99% via One-Shot Recording and Deterministic Replay
by: Wang, Xiaohua, et al.
Published: (2026)
by: Wang, Xiaohua, et al.
Published: (2026)
TrustAI at SemEval-2024 Task 8: A Comprehensive Analysis of Multi-domain Machine Generated Text Detection Techniques
by: Urlana, Ashok, et al.
Published: (2024)
by: Urlana, Ashok, et al.
Published: (2024)
When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs
by: Wang, Yongjie, et al.
Published: (2025)
by: Wang, Yongjie, et al.
Published: (2025)
OPOR-Bench: Evaluating Large Language Models on Online Public Opinion Report Generation
by: Yu, Jinzheng, et al.
Published: (2025)
by: Yu, Jinzheng, et al.
Published: (2025)
AMELI: Enhancing Multimodal Entity Linking with Fine-Grained Attributes
by: Yao, Barry Menglong, et al.
Published: (2023)
by: Yao, Barry Menglong, et al.
Published: (2023)
SOCIA-Nabla: Textual Gradient Meets Multi-Agent Orchestration for Automated Simulator Generation
by: Hua, Yuncheng, et al.
Published: (2025)
by: Hua, Yuncheng, et al.
Published: (2025)
SOCIA-$\nabla$: Textual Gradient Meets Multi-Agent Orchestration for Automated Simulator Generation
by: Hua, Yuncheng, et al.
Published: (2025)
by: Hua, Yuncheng, et al.
Published: (2025)
DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment Analysis
by: Lee, Lung-Hao, et al.
Published: (2026)
by: Lee, Lung-Hao, et al.
Published: (2026)
Auditing Meta-Cognitive Hallucinations in Reasoning Large Language Models
by: Lu, Haolang, et al.
Published: (2025)
by: Lu, Haolang, et al.
Published: (2025)
Text-Based Approaches to Item Difficulty Modeling in Large-Scale Assessments: A Systematic Review
by: Peters, Sydney, et al.
Published: (2025)
by: Peters, Sydney, et al.
Published: (2025)
SLAP: Stratified Loss-based Pruning for On-Policy Data-Efficient Instruction Tuning
by: Zou, Run, et al.
Published: (2026)
by: Zou, Run, et al.
Published: (2026)
LaTIM: Measuring Latent Token-to-Token Interactions in Mamba Models
by: Pitorro, Hugo, et al.
Published: (2025)
by: Pitorro, Hugo, et al.
Published: (2025)
GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks
by: Luo, Jianwen, et al.
Published: (2025)
by: Luo, Jianwen, et al.
Published: (2025)
Evaluating Relational Reasoning in LLMs with REL
by: Fesser, Lukas, et al.
Published: (2026)
by: Fesser, Lukas, et al.
Published: (2026)
A Framework for Fine-Tuning LLMs using Heterogeneous Feedback
by: Aponte, Ryan, et al.
Published: (2024)
by: Aponte, Ryan, et al.
Published: (2024)
Ambiguity in LLMs is a concept missing problem
by: Hu, Zhibo, et al.
Published: (2025)
by: Hu, Zhibo, et al.
Published: (2025)
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMs
by: Simhi, Adi, et al.
Published: (2024)
by: Simhi, Adi, et al.
Published: (2024)
Mind the GAP: Text Safety Does Not Transfer to Tool-Call Safety in LLM Agents
by: Cartagena, Arnold, et al.
Published: (2026)
by: Cartagena, Arnold, et al.
Published: (2026)
LLMs and the Human Condition
by: Wallis, Peter
Published: (2024)
by: Wallis, Peter
Published: (2024)
R-Genie: Reasoning-Guided Generative Image Editing
by: Zhang, Dong, et al.
Published: (2025)
by: Zhang, Dong, et al.
Published: (2025)
Pharos-ESG: A Framework for Multimodal Parsing, Contextual Narration, and Hierarchical Labeling of ESG Report
by: Chen, Yan, et al.
Published: (2025)
by: Chen, Yan, et al.
Published: (2025)
DWFS-Obfuscation: Dynamic Weighted Feature Selection for Robust Malware Familial Classification under Obfuscation
by: Wei, Xingyuan, et al.
Published: (2025)
by: Wei, Xingyuan, et al.
Published: (2025)
Similar Items
-
Procedural Environment Generation for Tool-Use Agents
by: Sullivan, Michael, et al.
Published: (2025) -
ToolWeaver: Weaving Collaborative Semantics for Scalable Tool Use in Large Language Models
by: Fang, Bowen, et al.
Published: (2026) -
ToolGen: Unified Tool Retrieval and Calling via Generation
by: Wang, Renxi, et al.
Published: (2024) -
RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
by: Saji, Alan, et al.
Published: (2025) -
MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration
by: Hasan, Md Hasebul, et al.
Published: (2025)