Cover Image

Rethinking Memory in LLM based Agents: Representations, Operations, and Emerging Topics

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Du, Yiming, Huang, Wenyu, Zheng, Danna, Wang, Zhaowei, Montella, Sebastien, Lapata, Mirella, Wong, Kam-Fai, Pan, Jeff Z.
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

Archer: A Human-Labeled Text-to-SQL Dataset with Arithmetic, Commonsense and Hypothetical Reasoning
by: Zheng, Danna, et al.
Published: (2024)

Long-Form Information Alignment Evaluation Beyond Atomic Facts
by: Zheng, Danna, et al.
Published: (2025)

How Reliable are LLMs as Knowledge Bases? Re-thinking Facutality and Consistency
by: Zheng, Danna, et al.
Published: (2024)

TrustScore: Reference-Free Evaluation of LLM Response Trustworthiness
by: Zheng, Danna, et al.
Published: (2024)

Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts
by: Huang, Wenyu, et al.
Published: (2024)

Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation
by: Huang, Wenyu, et al.
Published: (2025)

Memory-T1: Reinforcement Learning for Temporal Reasoning in Multi-session Agents
by: Du, Yiming, et al.
Published: (2025)

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents
by: Du, Yiming, et al.
Published: (2025)

Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQA
by: Huang, Wenyu, et al.
Published: (2024)

CHIRON: Rich Character Representations in Long-Form Narratives
by: Gurung, Alexander, et al.
Published: (2024)

Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges
by: Wang, Hongru, et al.
Published: (2025)

Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering
by: Jain, Parag, et al.
Published: (2024)

K*-Means: A Parameter-free Clustering Algorithm
by: Mahon, Louis, et al.
Published: (2025)

Learning to Reason for Long-Form Story Generation
by: Gurung, Alexander, et al.
Published: (2025)

Multimodal Latent Reasoning via Predictive Embeddings
by: Adhikari, Ashutosh, et al.
Published: (2026)

Reasoning about Intent for Ambiguous Requests
by: Saparina, Irina, et al.
Published: (2025)

A Modular Approach for Multimodal Summarization of TV Shows
by: Mahon, Louis, et al.
Published: (2024)

ScreenWriter: Automatic Screenplay Generation and Movie Summarisation
by: Mahon, Louis, et al.
Published: (2024)

Debating for Better Reasoning: An Unsupervised Multimodal Approach
by: Adhikari, Ashutosh, et al.
Published: (2025)

AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
by: Saparina, Irina, et al.
Published: (2024)

Disambiguate First, Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic Parsing
by: Saparina, Irina, et al.
Published: (2025)

Parameter-free Video Segmentation for Vision and Language Understanding
by: Mahon, Louis, et al.
Published: (2025)

Context-Aware Hierarchical Merging for Long Document Summarization
by: Ou, Litu, et al.
Published: (2025)

Improving Generalization in Semantic Parsing by Increasing Natural Language Variation
by: Saparina, Irina, et al.
Published: (2024)

PixT3: Pixel-based Table-To-Text Generation
by: Alonso, Iñigo, et al.
Published: (2023)

PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering
by: Du, Yiming, et al.
Published: (2024)

Uncertainty Quantification in Retrieval Augmented Question Answering
by: Perez-Beltrachini, Laura, et al.
Published: (2025)

UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems
by: Wang, Hongru, et al.
Published: (2024)

Memory for Autonomous LLM Agents:Mechanisms, Evaluation, and Emerging Frontiers
by: Du, Pengfei
Published: (2026)

Think Before you Write: QA-Guided Reasoning for Character Descriptions in Books
by: Papoudakis, Argyrios, et al.
Published: (2026)

Finding the Right Moment: Human-Assisted Trailer Creation via Task Composition
by: Papalampidi, Pinelopi, et al.
Published: (2021)

Generating Visual Stories with Grounded and Coreferent Characters
by: Liu, Danyang, et al.
Published: (2024)

Meta-Adaptive Prompt Distillation for Few-Shot Visual Question Answering
by: Gupta, Akash, et al.
Published: (2025)

Lightweight Latent Reasoning for Narrative Tasks
by: Gurung, Alexander, et al.
Published: (2025)

SimLM: Can Language Models Infer Parameters of Physical Systems?
by: Memery, Sean, et al.
Published: (2023)

BookWorm: A Dataset for Character Description and Analysis
by: Papoudakis, Argyrios, et al.
Published: (2024)

Hierarchical Indexing for Retrieval-Augmented Opinion Summarization
by: Hosking, Tom, et al.
Published: (2024)

Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst
by: Wang, Hongru, et al.
Published: (2025)

Counterspeech for Mitigating the Influence of Media Bias: Comparing Human and LLM-Generated Responses
by: Lin, Luyang, et al.
Published: (2025)

ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning
by: Du, Yiming, et al.
Published: (2025)