Mem2ActBench: A Benchmark for Evaluating Long-Term Memory Utilization in Task-Oriented Autonomous Agents
Fuente:
arXiv
Saved in:
| Main Authors: | Shen, Yiting, Li, Kun, Zhou, Wei, Hu, Songlin |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VehicleMemBench: An Executable Benchmark for Multi-User Long-Term Memory in In-Vehicle Agents
by: Chen, Yuhao, et al.
Published: (2026)
by: Chen, Yuhao, et al.
Published: (2026)
Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents
by: Bei, Yuanchen, et al.
Published: (2026)
by: Bei, Yuanchen, et al.
Published: (2026)
MemRouter: Memory-as-Embedding Routing for Long-Term Conversational Agents
by: Hu, Tianyu, et al.
Published: (2026)
by: Hu, Tianyu, et al.
Published: (2026)
MemGround: Long-Term Memory Evaluation Kit for Large Language Models in Gamified Scenarios
by: Ding, Yihang, et al.
Published: (2026)
by: Ding, Yihang, et al.
Published: (2026)
HyperMem: Hypergraph Memory for Long-Term Conversations
by: Yue, Juwei, et al.
Published: (2026)
by: Yue, Juwei, et al.
Published: (2026)
ES-MemEval: Benchmarking Conversational Agents on Personalized Long-Term Emotional Support
by: Chen, Tiantian, et al.
Published: (2026)
by: Chen, Tiantian, et al.
Published: (2026)
ES-Mem: Event Segmentation-Based Memory for Long-Term Dialogue Agents
by: Zou, Huhai, et al.
Published: (2026)
by: Zou, Huhai, et al.
Published: (2026)
ActMem: Bridging the Gap Between Memory Retrieval and Reasoning in LLM Agents
by: Zhang, Xiaohui, et al.
Published: (2026)
by: Zhang, Xiaohui, et al.
Published: (2026)
MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents
by: Tan, Haoran, et al.
Published: (2025)
by: Tan, Haoran, et al.
Published: (2025)
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective
by: Wang, Yuyao, et al.
Published: (2026)
by: Wang, Yuyao, et al.
Published: (2026)
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
by: Chhikara, Prateek, et al.
Published: (2025)
by: Chhikara, Prateek, et al.
Published: (2025)
StoryBench: A Dynamic Benchmark for Evaluating Long-Term Memory with Multi Turns
by: Wan, Luanbo, et al.
Published: (2025)
by: Wan, Luanbo, et al.
Published: (2025)
LongBench Pro: A More Realistic and Comprehensive Bilingual Long-Context Evaluation Benchmark
by: Chen, Ziyang, et al.
Published: (2026)
by: Chen, Ziyang, et al.
Published: (2026)
CloneMem: Benchmarking Long-Term Memory for AI Clones
by: Hu, Sen, et al.
Published: (2026)
by: Hu, Sen, et al.
Published: (2026)
MemoryRewardBench: Benchmarking Reward Models for Long-Term Memory Management in Large Language Models
by: Tang, Zecheng, et al.
Published: (2026)
by: Tang, Zecheng, et al.
Published: (2026)
EngramaBench: Evaluating Long-Term Conversational Memory with Structured Graph Retrieval
by: Acuna, Julian
Published: (2026)
by: Acuna, Julian
Published: (2026)
MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
by: Yu, Hongli, et al.
Published: (2025)
by: Yu, Hongli, et al.
Published: (2025)
$\texttt{YC-Bench}$: Benchmarking AI Agents for Long-Term Planning and Consistent Execution
by: He, Muyu, et al.
Published: (2026)
by: He, Muyu, et al.
Published: (2026)
HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues
by: Zhong, Yijie, et al.
Published: (2026)
by: Zhong, Yijie, et al.
Published: (2026)
TiMem: Temporal-Hierarchical Memory Consolidation for Long-Horizon Conversational Agents
by: Li, Kai, et al.
Published: (2026)
by: Li, Kai, et al.
Published: (2026)
MemGuard: Preventing Memory Contamination in Long-Term Memory-Augmented Large Language Models
by: Ha, Hyeonjeong, et al.
Published: (2026)
by: Ha, Hyeonjeong, et al.
Published: (2026)
FadeMem: Biologically-Inspired Forgetting for Efficient Agent Memory
by: Wei, Lei, et al.
Published: (2026)
by: Wei, Lei, et al.
Published: (2026)
MemLong: Memory-Augmented Retrieval for Long Text Modeling
by: Liu, Weijie, et al.
Published: (2024)
by: Liu, Weijie, et al.
Published: (2024)
TeleMem: Building Long-Term and Multimodal Memory for Agentic AI
by: Chen, Chunliang, et al.
Published: (2025)
by: Chen, Chunliang, et al.
Published: (2025)
StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall
by: Wu, Yerong, et al.
Published: (2026)
by: Wu, Yerong, et al.
Published: (2026)
RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction
by: Bian, Haonan, et al.
Published: (2026)
by: Bian, Haonan, et al.
Published: (2026)
SocialMemBench: Are AI Memory Systems Ready for Social Group Settings?
by: Owolabi, Olukunle
Published: (2026)
by: Owolabi, Olukunle
Published: (2026)
PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
by: Yang, Ke, et al.
Published: (2026)
by: Yang, Ke, et al.
Published: (2026)
ColorBench: Benchmarking Mobile Agents with Graph-Structured Framework for Complex Long-Horizon Tasks
by: Song, Yuanyi, et al.
Published: (2025)
by: Song, Yuanyi, et al.
Published: (2025)
MemCog: From Memory-as-Tool to Memory-as-Cognition in Conversational Agents
by: Li, Zihan, et al.
Published: (2026)
by: Li, Zihan, et al.
Published: (2026)
Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation
by: Qiao, Yuxuan, et al.
Published: (2025)
by: Qiao, Yuxuan, et al.
Published: (2025)
Evaluating Very Long-Term Conversational Memory of LLM Agents
by: Maharana, Adyasha, et al.
Published: (2024)
by: Maharana, Adyasha, et al.
Published: (2024)
OP-Bench: Benchmarking Over-Personalization for Memory-Augmented Personalized Conversational Agents
by: Hu, Yulin, et al.
Published: (2026)
by: Hu, Yulin, et al.
Published: (2026)
LongGenBench: Long-context Generation Benchmark
by: Liu, Xiang, et al.
Published: (2024)
by: Liu, Xiang, et al.
Published: (2024)
Vending-Bench: A Benchmark for Long-Term Coherence of Autonomous Agents
by: Backlund, Axel, et al.
Published: (2025)
by: Backlund, Axel, et al.
Published: (2025)
MemFactory: Unified Inference & Training Framework for Agent Memory
by: Guo, Ziliang, et al.
Published: (2026)
by: Guo, Ziliang, et al.
Published: (2026)
HiMem: Hierarchical Long-Term Memory for LLM Long-Horizon Agents
by: Zhang, Ningning, et al.
Published: (2026)
by: Zhang, Ningning, et al.
Published: (2026)
Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation
by: Dai, Chengwei, et al.
Published: (2024)
by: Dai, Chengwei, et al.
Published: (2024)
Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation
by: Dai, Chengwei, et al.
Published: (2024)
by: Dai, Chengwei, et al.
Published: (2024)
DeferMem: Query-Time Evidence Distillation via Reinforcement Learning for Long-Term Memory QA
by: Yin, Jianing, et al.
Published: (2026)
by: Yin, Jianing, et al.
Published: (2026)
Similar Items
-
VehicleMemBench: An Executable Benchmark for Multi-User Long-Term Memory in In-Vehicle Agents
by: Chen, Yuhao, et al.
Published: (2026) -
Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents
by: Bei, Yuanchen, et al.
Published: (2026) -
MemRouter: Memory-as-Embedding Routing for Long-Term Conversational Agents
by: Hu, Tianyu, et al.
Published: (2026) -
MemGround: Long-Term Memory Evaluation Kit for Large Language Models in Gamified Scenarios
by: Ding, Yihang, et al.
Published: (2026) -
HyperMem: Hypergraph Memory for Long-Term Conversations
by: Yue, Juwei, et al.
Published: (2026)