Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T09:08:01.244788Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 27 inbound Pith citation observations for arXiv:2510.17281.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T09:08:01.244788Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:27:32.610040Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T00:19:13.724792Z
22 of 22 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3ab0e553-cd81-4e74-9161-0297794beb04 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems If the informa- tion in the dialog history is insufficient to answer the question, you must admit that you don’t know the answer
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5e2fc16-6b21-4907-84ab-fc2e4acdcc36 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems real” ideas in the target paper under various quality metrics. The primary metric is the “Insight Score,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7269188d-64fd-49db-993d-448bbc843fbb · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems - 1: Represents extremely poor quality (e.g., completely irrelevant, factually incorrect, non- sensical)
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f61a0d9e-936c-4fd1-a541-dfb43f5ca8dd · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Scores range from 0.00 to 1.00
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e05a24e4-61e9-4e65-807b-2a9060382a20 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d5e4796-d136-446a-a46c-93cb8fb07fa7 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 776d9a2f-c01f-4bab-a381-0f11a9a9bdef · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Scores range from 0.00 (no similarity) to 1.00 (perfect semantic match)
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 418f9f05-fa4b-41e6-8f8d-b7cea85b41b3 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Scores range from 1 (minimal overlap) to 10 (perfect overlap)
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ba3e9e2-b4d5-45f3-aeee-58be5bd73345 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems This score is derived by ranking the generated idea(s) against the ground truth idea
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ccd316e-82ed-49b4-87bc-0748074fe99d · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems CRITICAL: Focus on the initial request as the core topic that should be the primary focus throughout this entire conversation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5d449fa-550f-44ad-889a-186f564099bb · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af6a424f-ad9c-4c8c-8984-762f4af88499 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ece8b3f7-f331-4b2d-b2ed-dc8d46760a65 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Total” denotes the full size of each dataset, while “Samples
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8afffa1-e982-484e-84f4-d9bf5e42c5d9 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91af7cb9-3f44-4355-bb62-079f8502474f · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems (b) Incorporate these 100 training dialogues into the memory of LLMsys, so that it accu- mulates more experience
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d997c0c-a09d-4634-baaa-e20f46d91071 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a8bd273-0e6f-4eae-9976-eb45d2e451d6 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baf3ba51-ee92-4054-9a64-3178264ba27c · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Speaker”, “Assistant
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80a617d5-788c-45cb-b9bb-c5e37a4e66fe · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Analyzed a case involving a judge (Wang) accused of bribery and malfea- sance to determine if there were ju- risdictional errors
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fb321e7-b7f9-4cd8-b9f5-b1aeac79b8db · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems URLhttps://aclanthology.org/ W05-0909/
Reference 2005
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9866618a-8e7d-4905-a58d-5bb6e88a0406 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models
Reference 2006
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eecf06e1-6d16-4e1f-a80c-9b0c3d1587a9 · outbound
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9596df84-ce6e-417e-b647-557d28bf7026 · inbound
Improve Large Language Model Systems with User Logs MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 96d559e0-c9f1-41c5-b1dc-db7e0077cb5d · inbound
Improve Large Language Model Systems with User Logs MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b7d41ae-baf1-44a3-b0f9-25f6dbd3375d · inbound
PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d47c3893-1eaa-4d88-b5ad-fd667ba43488 · inbound
ATANT: An Evaluation Framework for AI Continuity MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bd00da51-6abe-41db-bbdc-e98d3e6d9d2f · inbound
Trust Your Memory: Verifiable Control of Smart Homes through Reinforcement Learning with Multi-dimensional Rewards MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 46d62ddd-1b97-4fe1-bff7-8f03e9762578 · inbound
ATANT v1.1: Positioning Continuity Evaluation Against Memory, Long-Context, and Agentic-Memory Benchmarks MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ba428ddb-fce7-4554-9d8c-a39a341b042c · inbound
Skill Retrieval Augmentation for Agentic AI MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8e2c0a8d-e7cd-4da8-ba60-0737e6fd5809 · inbound
Skill Retrieval Augmentation for Agentic AI MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ffadea85-a004-48f9-a80d-14ff147a72fd · inbound
Skill Retrieval Augmentation for Agentic AI MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 722587ed-42aa-40f3-9eef-486cf0f79394 · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b84ddc13-2c94-4e5c-882f-7d091fd7c461 · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fa4fe947-1753-4d1f-98e0-59a9ed946ff3 · inbound
State Contamination in Memory-Augmented LLM Agents MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation be9ee6ec-1f07-404f-b580-e59662ca58cc · inbound
EXG: Self-Evolving Agents with Experience Graphs MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 391cad38-b801-40ad-82d1-72f0b7f68c57 · inbound
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a89c373e-0454-4fa7-a388-af4c88a42362 · inbound
MemGym: a Long-Horizon Memory Environment for LLM Agents MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 85aaf9a6-3d00-4123-845e-0578b0d44422 · inbound
Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5d92bc1f-b907-4f0f-a4e2-db14557e5578 · inbound
AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation eebbd52f-e63d-4415-a886-684646ab24db · inbound
Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fe63c1bb-17cd-433f-813f-7f4ca9bdd3c5 · inbound
Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6621d3d6-2753-4515-b514-fc7ac96c1573 · inbound
MemTrace: Probing What Final Accuracy Misses in Long-Term Memory MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6f46cf93-cdcb-45c5-bff3-b4c4e5d311d1 · inbound
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 08e77bbe-d1f5-4005-a2c7-be3679993ef2 · inbound
MemDelta: Controlled Baselines and Hidden Confounds in Agent Memory Evaluation MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 88f60077-19fa-47e0-a6a7-30cd47874937 · inbound
When Classic Cache Policies Fail: Learning-Augmented Replacement for Semantic Retrieval Buffers MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fb077d9e-5aeb-4824-888b-2c7bd07e174c · inbound
MemSyco-Bench: Benchmarking Sycophancy in Agent Memory MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6348fcec-a079-42fb-a974-18f9838af2b0 · inbound
MemSyco-Bench: Benchmarking Sycophancy in Agent Memory MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 88b1790e-7c99-40fa-a31b-bf8d4ecbd0bd · inbound
ContextWeave: A Real-World Workflow Benchmark MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fcf339f-deca-450b-9596-1f0e2439ffc2 · inbound
Different Feedback, Different Updates: Selective Self-Learning from User Interactions for Large Language Models MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.