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Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 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 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:53:23.992372Z

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 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=sha256:4304e35f4ddf30972562a11a35198f0ea579b21efea60ab3c86a59bb3d2cdd59

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T16:30:37.881837Z digest=sha256:afcec7547afee2862aa05c4ef1626af1aed70663182d5922e3d526626db9e572

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T21:13:16.486996Z digest=sha256:a3c794108b2dba303584549d18b2a96611f89676f14bc8ab573ce80e0f854a87

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T11:26:11.374994Z digest=sha256:f6ea826fc5203022c8d70fac62524abdd4780cf00e04b4baa24bf11e47d74355

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:e46ae761f29f0e42029c0322a3e37e9947e1375e7ca4d175e06c749158deff95