Cover Image

INFERENCEDYNAMICS: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shi, Haochen, Zheng, Tianshi, Wang, Weiqi, Xu, Baixuan, Li, Chunyang, Chan, Chunkit, Fan, Tao, Song, Yangqiu, Yang, Qiang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?
by: Zong, Qing, et al.
Published: (2025)

Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study
by: Xu, Baixuan, et al.
Published: (2025)

Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation for Agentic AI with a Universal Evaluation Framework
by: Deng, Zheye, et al.
Published: (2025)

Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
by: Li, Chunyang, et al.
Published: (2025)

Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information
by: Yim, Yauwai, et al.
Published: (2024)

LLM-Hanabi: Evaluating Multi-Agent Gameplays with Theory-of-Mind and Rationale Inference in Imperfect Information Collaboration Game
by: Liang, Fangzhou, et al.
Published: (2025)

CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning
by: Wang, Weiqi, et al.
Published: (2024)

EcomEdit: An Automated E-commerce Knowledge Editing Framework for Enhanced Product and Purchase Intention Understanding
by: Lau, Ching Ming Samuel, et al.
Published: (2024)

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction
by: Deng, Zheye, et al.
Published: (2024)

DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay
by: Mo, Yunxiang, et al.
Published: (2025)

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents
by: Fan, Wei, et al.
Published: (2025)

Can LLMs Time Travel? Enhancing Temporal Consistency in Legal Agentic Search through Reinforcement Learning
by: Fan, Wei, et al.
Published: (2026)

NAACL: Noise-AwAre Verbal Confidence Calibration for Robust LLMs in RAG Systems
by: Liu, Jiayu, et al.
Published: (2026)

The Cognitive Bandwidth Bottleneck: Shifting Long-Horizon Agent from Planning with Actions to Planning with Schemas
by: Xu, Baixuan, et al.
Published: (2025)

The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning
by: Zheng, Tianshi, et al.
Published: (2025)

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?
by: Zheng, Tianshi, et al.
Published: (2024)

Rethinking Prospect Theory for LLMs: Revealing the Instability of Decision-Making under Epistemic Uncertainty
by: Wang, Rui, et al.
Published: (2025)

EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs
by: Jiayang, Cheng, et al.
Published: (2024)

Constrained Reasoning Chains for Enhancing Theory-of-Mind in Large Language Models
by: Lin, Zizheng, et al.
Published: (2024)

AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction
by: Tsang, Hong Ting, et al.
Published: (2025)

ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty
by: Zong, Qing, et al.
Published: (2024)

MIKO: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery
by: Lu, Feihong, et al.
Published: (2024)

ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations
by: Chan, Chunkit, et al.
Published: (2023)

On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions
by: Wang, Weiqi, et al.
Published: (2024)

CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge
by: Zheng, Tianshi, et al.
Published: (2024)

Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation
by: Bai, Jiaxin, et al.
Published: (2023)

LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning
by: Zheng, Tianshi, et al.
Published: (2025)

MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset
by: Wang, Weiqi, et al.
Published: (2024)

SessionIntentBench: A Multi-task Inter-session Intention-shift Modeling Benchmark for E-commerce Customer Behavior Understanding
by: Yang, Yuqi, et al.
Published: (2025)

NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding
by: Chan, Chunkit, et al.
Published: (2024)

Simulate and Eliminate: Revoke Backdoors for Generative Large Language Models
by: Li, Haoran, et al.
Published: (2024)

Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization
by: He, Mutian, et al.
Published: (2022)

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning
by: Zhang, Liyu, et al.
Published: (2024)

Safety Compliance: Rethinking LLM Safety Reasoning through the Lens of Compliance
by: Hu, Wenbin, et al.
Published: (2025)

From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
by: Zheng, Tianshi, et al.
Published: (2025)

InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding
by: Jiayang, Cheng, et al.
Published: (2025)

Persona Knowledge-Aligned Prompt Tuning Method for Online Debate
by: Chan, Chunkit, et al.
Published: (2024)

MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding
by: Xu, Baixuan, et al.
Published: (2024)

WebDevJudge: Evaluating (M)LLMs as Critiques for Web Development Quality
by: Li, Chunyang, et al.
Published: (2025)

AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph
by: Wang, Zhaowei, et al.
Published: (2023)