Paper Citation Record · LEDGER

Teaching Language Models To Gather Information Proactively

As of 15 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2507.21389.

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

pith.paper-citation-record.v1
2507.21389 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:53:25.820492Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T22:37:36.790096Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact3
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 943b33ef-9820-45dc-ac3d-bb630fcbb329 · outbound

This paper cites Bruce Croft.

Teaching Language Models To Gather Information Proactively Bruce Croft

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:23.701118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0636073-6eac-4b36-ae05-f73a0dc04100 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Teaching Language Models To Gather Information Proactively On the Opportunities and Risks of Foundation Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:23.796442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f9c34e-cde0-44aa-9ffa-0d1f783055f5 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Teaching Language Models To Gather Information Proactively Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:23.866439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79e7014c-c445-4614-b3f4-abc9e3f31819 · outbound

This paper cites AlphaMath Almost Zero: Process Supervision without Process.

Teaching Language Models To Gather Information Proactively AlphaMath Almost Zero: Process Supervision without Process

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:23.931239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training.

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.

Observation abedde03-2662-4eb4-8b5e-b9fbe4dde6cc · outbound

This paper cites PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance.

Teaching Language Models To Gather Information Proactively PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.073030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e22dccec-20aa-4df0-bc8e-9ba8a479fd3e · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:53:27.891882Z

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 e50f7bee-9c5c-4f7b-adff-db6513aced09 · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:53:27.694873Z

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 5fd87621-8a84-4202-9736-80e736d5a326 · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:53:27.463934Z

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 301e27d6-51c4-4651-a9e5-09e82e0825fa · outbound

This paper cites Let's Verify Step by Step.

Teaching Language Models To Gather Information Proactively Let's Verify Step by Step

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.332019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57ab806-3168-4c1c-b9af-74216cc40911 · outbound

This paper cites Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance.

Teaching Language Models To Gather Information Proactively Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.409775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d112589-9221-420e-9656-4b71fe1b682d · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

Teaching Language Models To Gather Information Proactively Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.495052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6d69928-2fa2-44d6-a3d6-e6a1abc8f44e · outbound

This paper cites DOLOMITES: Domain-Specific Long-Form Methodical Tasks.

Teaching Language Models To Gather Information Proactively DOLOMITES: Domain-Specific Long-Form Methodical Tasks

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:53:26.712683Z

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 df315780-bc1a-4549-b7fa-059d7f602151 · outbound

This paper cites Empowering Language Models with Active Inquiry for Deeper Understanding.

Teaching Language Models To Gather Information Proactively Empowering Language Models with Active Inquiry for Deeper Understanding

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:53:26.519428Z

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 45ba326e-0c71-4e6b-b347-709817227edf · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Teaching Language Models To Gather Information Proactively Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.704555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4b36015-584c-4beb-ba8b-9f577feba35d · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.762829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebfd6e5a-7138-4674-8db0-8e660ef7db31 · outbound

This paper cites Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use.

Teaching Language Models To Gather Information Proactively Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:53:26.199570Z

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 2264779a-9acf-4c13-ab23-afe0a6501043 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Teaching Language Models To Gather Information Proactively Proximal Policy Optimization Algorithms

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.916717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a84fd10-3b98-4301-8c11-332dce7c9e1b · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Teaching Language Models To Gather Information Proactively HybridFlow: A Flexible and Efficient RLHF Framework

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.993286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 330e75ad-1326-4301-a3b9-155153cdc3e9 · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:53:27.252711Z

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 cb7515cf-e375-4723-811f-032c58d0227b · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Teaching Language Models To Gather Information Proactively Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:25.165815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0656bdf1-3f55-4486-86b9-bd223ccc5168 · outbound

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

Teaching Language Models To Gather Information Proactively CollabLLM: From Passive Responders to Active Collaborators

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:25.304473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b265d28e-82bc-438e-9ace-d9805dce6da5 · outbound

This paper cites QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization.

Teaching Language Models To Gather Information Proactively QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:25.428717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f935e6ec-7842-4624-af38-7440bb4c0a70 · outbound

This paper cites an unresolved cited work.

Teaching Language Models To Gather Information Proactively Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:53:27.089845Z

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 68f4082d-6a6b-44bf-8e3e-c754476edc19 · outbound

This paper cites online" 'onlinestring :=.

Teaching Language Models To Gather Information Proactively online" 'onlinestring :=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:25.728254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b78beb-86a9-4443-a120-edcb5614e384 · outbound

This paper cites write newline.

Teaching Language Models To Gather Information Proactively write newline

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:25.820492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 641436de-3c08-4fbe-8767-cf2e60898b45 · inbound

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration cites this paper.

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration Teaching Language Models To Gather Information Proactively

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T22:37:36.790096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.