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Paper Citation Record · LEDGER

Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2406.00222.

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

pith.paper-citation-record.v1
2406.00222 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:10:14.508867Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T11:34:38.186112Z

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 509f33eb-2240-4117-903c-35c65e1be5a3 · inbound

Generalist Virtual Agents: A Survey on Autonomous Agents Across Digital Platforms cites this paper.

Generalist Virtual Agents: A Survey on Autonomous Agents Across Digital Platforms Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-12T19:10:14.508867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:10:14.508867Z digest=sha256:a86f59eef1379fdaeddc59d75b95bae8119208f614c13b48760e641ac14d3d5f

Observation b6db383a-17d5-45bd-9c10-1b389e4a8a6b · inbound

Data-Centric Improvements for Enhancing Multi-Modal Understanding in Spoken Conversation Modeling cites this paper.

Data-Centric Improvements for Enhancing Multi-Modal Understanding in Spoken Conversation Modeling Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T10:57:01.149273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T10:57:01.149273Z digest=sha256:280661d73841f11ed6770a23a555ca1544790a2787c25f37dfe1d1e0d27b7924

Observation 1a63bb22-c815-40c0-a088-7fa74d40f15c · inbound

A Survey on Multi-Turn Interaction Capabilities of Large Language Models cites this paper.

A Survey on Multi-Turn Interaction Capabilities of Large Language Models Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T19:32:43.806122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:32:43.806122Z digest=sha256:84bb9b3919e2962376ad00d743601042e951a8d9613d7807330ad8395726231e

Observation 4d762a95-9df7-415e-b11a-dbc079f45cbd · inbound

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

CollabLLM: From Passive Responders to Active Collaborators Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-09T18:18:09.070887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T18:18:09.070887Z digest=sha256:c6ed6d5b6ae8bfb4934afff76a056b7096d25f2b36d672b23cc586795a7a914a

Observation 9c8220db-6f4f-42df-8d9c-8da05ecac456 · inbound

Teaching Language Models To Gather Information Proactively cites this paper.

Teaching Language Models To Gather Information Proactively Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T12:53:23.992372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:53:23.992372Z digest=sha256:85ff41b19a6dc8bdae31731ffe01ef59852d31454326f2e14e8a76b430808f06

Observation 77ecd0f9-2c9a-4da4-b53f-e885b5af7843 · inbound

$\pi$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows cites this paper.

$\pi$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:32:39.321486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T16:30:37.881837Z digest=sha256:8c1fd3be8f9d7255ee84f248a9487418b001ae3182be31daa5328f32d5d50359

Observation fcfb446b-97ef-4b70-98fb-d486bd2572fb · inbound

$\pi$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows cites this paper.

$\pi$-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:13:44.631832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-20T21:13:16.486996Z digest=sha256:b5d12af35d4a01f3514dfd393ab91f25d2867fcb205036a99e34546d943ffc06

Observation a551b374-3b29-4537-8e28-c52901ceb19c · inbound

Clarification Is Not Enough: Post-Clarification Answering Remains the Bottleneck in Multi-Turn QA cites this paper.

Clarification Is Not Enough: Post-Clarification Answering Remains the Bottleneck in Multi-Turn QA Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:34:38.187598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T11:26:11.374994Z digest=sha256:57c7be47ddf8b3ec0e509f9e1180b5f624a1ea155218b15587b2be2af16b5290

Observation 24014257-205f-4796-8a0b-aeeebde3f183 · inbound

Bridging Compute- and Data-Optimal Pretraining cites this paper.

Bridging Compute- and Data-Optimal Pretraining Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-01T03:02:00.398724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T03:02:00.398724Z digest=sha256:b5d49e278ac5589b5b503efb6d63c115b307911485cbdd7a29a4760ae4dc190f