Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:28:28.741775Z
Paper Citation Record · LEDGER
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation
As of 19 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.09420.
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 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
18 of 18 outbound references displayed
- verified exact0
- verified fuzzy8
- unresolved8
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6f9ea7bd-06ff-485f-a467-e8226564aa06 · outbound
This paper cites 52Consider profile consistency, stable identity and speaking style, natural 53variation, and absence of assistant-role behavior or mechanical profile 54copying.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation 52Consider profile consistency, stable identity and speaking style, natural 53variation, and absence of assistant-role behavior or mechanical profile 54copying
Reference 501
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.061202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9971fabc-ed82-4bc3-b0ef-7242473926df · outbound
This paper cites Remember that 60checkpoints use independent gold prefixes.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Remember that 60checkpoints use independent gold prefixes
Reference 562
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.044912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1ac89f62-445c-44a3-abd0-e9b88f60ec71 · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 581
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.394215Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5c7d825e-84a8-48eb-9a60-4951d995eff0 · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 622
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.364246Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 285293b2-efe6-42de-aad9-fd390c76d2bd · outbound
This paper cites scores": { 92.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation scores": { 92
Reference 623
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.029203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e34922f8-42da-4403-ad44-6dad36372791 · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 673
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.349577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f0c4cadd-b73e-4241-aeb4-ad6dd3e74cdc · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 724
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.336194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a3ccec7e-ccbd-484b-8222-4529e0899a4c · outbound
This paper cites 83Length alone must never increase the score.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation 83Length alone must never increase the score
Reference 785
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.322164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d467ac09-b769-410b-8ef3-38b5dd75ea4a · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 1121
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.271843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cd06173e-e692-4b42-85c7-e4b885d78dbf · outbound
This paper cites an unresolved cited work.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Unresolved cited work
Reference 1132
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:28:29.148400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bcbdf21c-7354-40ec-aa8c-1e994c10de7e · outbound
This paper cites This cap is mandatory even when the candidate is fluent, 116coherent, or performs its different action well.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation This cap is mandatory even when the candidate is fluent, 116coherent, or performs its different action well
Reference 1143
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.122918Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0b634e1b-f3c4-4f4f-8aeb-71ff45def529 · outbound
This paper cites 119Otherwise use at least 0.5 and explain the defect.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation 119Otherwise use at least 0.5 and explain the defect
Reference 1174
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.107567Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4c07d4d1-78ff-4ec6-9adf-4dcb25fca424 · outbound
This paper cites 121If there is any minor weakness, use 4.5 or lower.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation 121If there is any minor weakness, use 4.5 or lower
Reference 1205
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.092228Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 44e07100-c3f7-427c-8197-86166ed4cf4c · outbound
This paper cites predicted_directive.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation predicted_directive
Reference 1226
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:28:29.077390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 003da8c5-e65e-451b-bb4a-ba0c6f1202a9 · outbound
This paper cites Can you help me plan a warm vacation?.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Can you help me plan a warm vacation?
Reference 2013
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T14:28:28.553157Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7105bb9-345c-46bc-8f9d-ede2493ddff9 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:28:28.491898Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89909694-8aa2-4390-8ee3-025248c8d443 · outbound
This paper cites Learning User Simulators with Turing Rewards.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Learning User Simulators with Turing Rewards
Reference 2025
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-15T14:28:28.960575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6c5504a3-5e7c-43fc-8e83-10b607bc807f · outbound
This paper cites Young, S.; Gasic, M.; Thomson, B.; and Williams, J.
Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation Young, S.; Gasic, M.; Thomson, B.; and Williams, J
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:28:28.548529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.