Pith. sign in

Paper Citation Record · LEDGER

STaR-GATE: Teaching Language Models to Ask Clarifying Questions

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2403.19154.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2403.19154 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:31:57.709681Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

5
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fbedc372-8685-4b12-8c28-35c1636aa3df · inbound

Learning to Ask: When LLM Agents Meet Unclear Instruction cites this paper.

Learning to Ask: When LLM Agents Meet Unclear Instruction STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-23T21:13:28.126998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-23T21:08:42.276002Z digest=sha256:4f74a2c2ce441deb111693f2db10311aecc4f7b6150adccad4c51448233304dd

Observation fade30df-b447-4f8b-8461-ff716c93745e · inbound

AI and the Future of Digital Public Squares cites this paper.

AI and the Future of Digital Public Squares STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T16:31:58.357120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:31:58.357120Z digest=sha256:74ba13ce0cd73330e253da676c164e7a0839e850fcb079ec0c8e479c98b06d1d

Observation 20f23de5-88a5-411b-8407-c7a113451d8e · inbound

CollabLLM: From Passive Responders to Active Collaborators cites this paper.

CollabLLM: From Passive Responders to Active Collaborators STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-09T18:18:09.052271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T18:18:09.052271Z digest=sha256:acfd6f09bb510dc85dba5f09431bc0b6b4fa7b9504dd32b7f8e44e240f79b2b7

Observation 9ea6ff45-8e8c-4300-b6d7-6aabb0853505 · inbound

Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment cites this paper.

Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T12:31:57.709681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T12:31:57.709681Z digest=sha256:ceb7da1ab1ad6c647d1b01837b6496952538c018eb698698cb146b085cc61a50

Observation 69bb4aa9-2658-4f15-97e1-f21cccdc0e54 · inbound

The Curious Language Model: Strategic Test-Time Information Acquisition cites this paper.

The Curious Language Model: Strategic Test-Time Information Acquisition STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T04:58:45.242694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:58:45.242694Z digest=sha256:91105f48d3c34f78a24ff7f39fe79e09d6c5c112eb53fbfa053388aac9b0bb51

Observation 3bd9bf63-9310-4a6b-969c-bfd884b45856 · inbound

Referential ambiguity and clarification requests: comparing human and LLM behaviour cites this paper.

Referential ambiguity and clarification requests: comparing human and LLM behaviour STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T17:35:17.197920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T17:35:17.197920Z digest=sha256:56f7b88b71b243d6dc2eea2b0855e6e69cb40fcab3c0005d84d6da48ee732416

Observation e6491d12-75ff-4dd3-a22b-27a44ca5bc5b · inbound

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions cites this paper.

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T13:00:18.749318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:00:18.749318Z digest=sha256:bd6402e1557a9ff5a52624c8662b8641b65ce1ac616fb1d501d991e182859786

Observation cce77f19-5fcd-4097-bafc-c9a26cc10b60 · inbound

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration cites this paper.

Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T10:52:50.237119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T10:52:50.237119Z digest=sha256:5024e650b07319ae9634e939ea3a9649cd36d7f8bcf6126f55074a0bda2f95e3

Observation 59fbb3fb-0e12-45b8-80d0-4b63dff536b8 · inbound

Bridging Gaps Between Student and Expert Evaluations of AI-Generated Programming Hints cites this paper.

Bridging Gaps Between Student and Expert Evaluations of AI-Generated Programming Hints STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:36:52.319723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:36:52.319723Z digest=sha256:87e6ec5bace62e04b2f9ae160bb0ce437eac3dc6cf683203672353c81c303b1c

Observation 4a07f1e9-ad92-430f-9dd9-b220004e60b8 · inbound

Beyond the Assistant Turn: User Turn Generation as a Probe of Interaction Awareness in Language Models cites this paper.

Beyond the Assistant Turn: User Turn Generation as a Probe of Interaction Awareness in Language Models STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:03:20.178391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T20:59:48.026575Z digest=sha256:e77ac5092ca084611130a5aa2ee7fe049ec4611cdf893da3842fd51e8d0c3d34

Observation b5588d6b-6d69-46d0-b154-841ec485aeb4 · inbound

Alignment has a Fantasia Problem cites this paper.

Alignment has a Fantasia Problem STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T14:31:07.401323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-09T21:37:54.545865Z digest=sha256:e45d621790b07a436027b9466d30d84aa07b4920e7ee41a4981a64458a25bd2d

Observation 7522b81b-54f7-46f2-a2a4-ac09ccec7a2e · inbound

BALAR : A Bayesian Agentic Loop for Active Reasoning cites this paper.

BALAR : A Bayesian Agentic Loop for Active Reasoning STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T17:36:06.216119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-08T17:24:53.090372Z digest=sha256:cc8f51ea088293c020cfbf27cc16011cd42e30ff37864c4df085b99b7f77f96d

Observation f9a9425d-6aa4-4b09-9d5e-49d2eac75cbd · inbound

ProactBench: Beyond What The User Asked For cites this paper.

ProactBench: Beyond What The User Asked For STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 94

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:16:16.084434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-12T02:14:01.145443Z digest=sha256:3796d29df9ce7f0177aac3c9957ac261c98daf526e117ace8abd0948310f7a67

Observation 2b067d8a-68b0-47d4-be46-8f85d868352d · inbound

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants cites this paper.

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:36:47.567023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-12T02:28:13.317630Z digest=sha256:1aa8dbce4391c8a3af83fd0730489db2c3b0b0ffe614e42e266e8d3d23ada802

Observation b6af9955-f171-457e-85de-b99346138276 · inbound

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools cites this paper.

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-13T01:17:02.477519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T01:12:50.314892Z digest=sha256:29945b2b5fbead7ff3c73b6e366c1c72543fffa159ab9b28569f31ee75e7bc85

Observation 53189fdd-0c70-4dc0-bd0d-bee88f914ee5 · inbound

CA-BED: Conversation-Aware Bayesian Experimental Design cites this paper.

CA-BED: Conversation-Aware Bayesian Experimental Design STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-01T21:26:14.595788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-28T17:03:01.806138Z digest=sha256:ce1db082d46b88a14d7634baf96c25c282662bcc8f6b7301d5cd500664ea053c

Observation bccdb685-cf50-4f16-8477-bb93ec948c48 · inbound

Coherence Maximization Improves Pluralistic Alignment cites this paper.

Coherence Maximization Improves Pluralistic Alignment STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T03:06:29.926900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-28T10:21:42.636224Z digest=sha256:3a51a7dc8357e1ed51d0cc46b6947b9bf0fc398c858390722287b1a6bae72d6f

Observation cbac8f64-e27c-4a72-9077-aabdf69372d8 · inbound

Evidence-Based Intelligent Diagnostic and Therapeutic Visualization System with Large Language Models: Multi-Turn Interaction and Multimodal Treatment Plan Generation cites this paper.

Evidence-Based Intelligent Diagnostic and Therapeutic Visualization System with Large Language Models: Multi-Turn Interaction and Multimodal Treatment Plan Generation STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:21:21.767670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T22:12:48.517987Z digest=sha256:59b0de6259a53c1615de7dc15dfd83b12f33d15f1b2d198f86628cd6a8e0e91c

Observation 49a77a1f-cceb-4327-b922-aacfdcb35dba · inbound

Strategic Decision Support for AI Agents cites this paper.

Strategic Decision Support for AI Agents STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-03T10:37:56.388350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-27T09:57:46.960346Z digest=sha256:f603af0fce3842ca5e620bb6c3ed83c0ebb7b7b88797a1bfdb012d6dad4be821

Observation 5927faa8-dc1d-4fe6-b027-d2ee7cc35c3f · inbound

SAFETY SENTRY: Context-Aware Human Intervention via EXECUTE-ASK-REFUSE Routing cites this paper.

SAFETY SENTRY: Context-Aware Human Intervention via EXECUTE-ASK-REFUSE Routing STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T04:49:07.294122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T04:49:07.294122Z digest=sha256:4f2f504ec91839deba2322c2a114e93425dc482ee40c82bc5cdf96daf83403b6

Observation fd0abe64-e5e8-4681-bd75-fb3cb426ff0d · inbound

Interactive Task Alignment as a POMDP cites this paper.

Interactive Task Alignment as a POMDP STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T21:04:39.930639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T21:04:39.930639Z digest=sha256:0d92fce86b98f7e7f156942b2c1d6ce2a0aa14306fc1e517323c0c88eb70e9da

Observation 67ee4ab6-e5bb-44e4-90a0-d0b56a33582d · inbound

DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models cites this paper.

DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T00:45:13.364449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T00:45:13.364449Z digest=sha256:4860d2a10c7fe7fec8817ca5f965e92c6e7fa4841a63084391dbbb737228bc53

Observation 00c86bf7-678c-46eb-8c19-77a328fdc3c4 · inbound

Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution cites this paper.

Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution STaR-GATE: Teaching Language Models to Ask Clarifying Questions

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T00:20:34.675804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:20:34.675804Z digest=sha256:a46ab80c2669ed3274a8c9f91841960309380939bc34e7648e5e6f7e87409d5c