Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2502.13270.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:36:05.714807Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T06:39:38.307575Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation aa7ba318-fe83-4710-95b4-3ecd068a406c · inbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions cites this paper.
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:36:05.714807Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b4453b6-4cb3-44e8-80ba-c7bc0b2a2bc5 · inbound
EpiCache: Episodic KV Cache Management for Long-Term Conversation on Resource-Constrained Environments cites this paper.
EpiCache: Episodic KV Cache Management for Long-Term Conversation on Resource-Constrained Environments REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T21:54:22.747909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b623190-3f1c-4dca-8c0e-9c8e5d301be4 · inbound
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory cites this paper.
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 137
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-14T23:13:16.145237Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2c0ed259-82bb-49d2-a1a8-b4a34570279e · inbound
LMEB: Long-horizon Memory Embedding Benchmark cites this paper.
LMEB: Long-horizon Memory Embedding Benchmark REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 17
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T12:30:00.564011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1614ad1a-9903-4842-b8a4-af11a5f92d27 · inbound
LMEB: Long-horizon Memory Embedding Benchmark cites this paper.
LMEB: Long-horizon Memory Embedding Benchmark REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T18:20:57.074639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 202c678d-a61e-45f5-9f9f-dfc3415a898e · inbound
LMEB: Long-horizon Memory Embedding Benchmark cites this paper.
LMEB: Long-horizon Memory Embedding Benchmark REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T05:49:08.721205Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36482e39-1624-411b-bf02-5cc711ae457f · inbound
MMEB-V3: Measuring the Performance Gaps of Omni-Modality Embedding Models cites this paper.
MMEB-V3: Measuring the Performance Gaps of Omni-Modality Embedding Models REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:01:11.403258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 67175c60-b490-4eb0-8278-5b2a3856a764 · inbound
MMEB-V3: Measuring the Performance Gaps of Omni-Modality Embedding Models cites this paper.
MMEB-V3: Measuring the Performance Gaps of Omni-Modality Embedding Models REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T15:38:00.244597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6273241-6f35-4bdb-8ce1-486816ff7eea · inbound
MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare cites this paper.
MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T06:42:26.324561Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fe293ea7-f1bf-4edb-a8a4-58736836159c · inbound
Towards Continuous Sign Language Conversation from Isolated Signs cites this paper.
Towards Continuous Sign Language Conversation from Isolated Signs REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T04:59:45.408688Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5cce75a6-909a-422c-9a6f-d49bc4f2e385 · inbound
H-Mem: A Novel Memory Mechanism for Evolving and Retrieving Agent Memory via a Hybrid Structure cites this paper.
H-Mem: A Novel Memory Mechanism for Evolving and Retrieving Agent Memory via a Hybrid Structure REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T19:18:54.484839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3a0f0b16-7a53-4ae2-85e6-1cc12e3fc0f5 · inbound
MemGym: a Long-Horizon Memory Environment for LLM Agents cites this paper.
MemGym: a Long-Horizon Memory Environment for LLM Agents REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T04:59:36.323749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0bcecbbd-38a7-4c02-9af6-8b76c09751a3 · inbound
Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue cites this paper.
Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-28T17:42:26.000422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a94e3953-0a56-4975-8cd5-a0f6b4060f1b · inbound
BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces cites this paper.
BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T23:26:22.217795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 04ee4918-227a-4772-96de-21644c704605 · inbound
Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline cites this paper.
Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T07:36:45.477256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4e7a0b12-ac5b-4abe-96a6-ab400d27c834 · inbound
Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving cites this paper.
Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T12:06:56.127668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 75b29971-75f8-4af0-ace0-cb5ecaa8aba1 · inbound
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory cites this paper.
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T06:39:38.309275Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d1c5415c-f500-48a4-86eb-18e4b53df855 · inbound
Compute Globally, Materialize Locally: The Memory Contract of Sparse Event-KV cites this paper.
Compute Globally, Materialize Locally: The Memory Contract of Sparse Event-KV REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-07-30T15:53:12.122244Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.