Paper Citation Record · LEDGER

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning

As of 21 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2605.29568.

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

pith.paper-citation-record.v1
2605.29568 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:50:58.011407Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact1
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 32870d36-f24f-4f00-a03a-3658de4c4317 · outbound

This paper cites Stolfo, A., Balachandran, V ., Yousefi, S., Horvitz, E., and Nushi, B.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Stolfo, A., Balachandran, V ., Yousefi, S., Horvitz, E., and Nushi, B

Reference 1

Resolution: verified exact; doi, observed 2026-06-29T07:53:13.148537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f7b6c3df-22de-4381-a560-5a1dd6675506 · outbound

This paper cites DRAGIN : Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning DRAGIN : Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models

Reference 2

Resolution: metadata mismatch; doi, observed 2026-06-29T07:53:13.150858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5cd38ede-8750-4813-990d-65809ee8b5e0 · outbound

This paper cites an unresolved cited work.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf192876-c7d5-49f7-afe0-98dc3009ca0f · outbound

This paper cites Left side total weight (pounds):.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Left side total weight (pounds):

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde07e99-e868-4a67-8013-bb7a2e61f192 · outbound

This paper cites an unresolved cited work.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e8e975a-4062-41b7-90d2-f9f928c6ff21 · outbound

This paper cites Compute right coefficient difference: (3/4)p - (1/3)p = -5/12p.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Compute right coefficient difference: (3/4)p - (1/3)p = -5/12p

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae29cfde-8860-46c8-9bdf-13b8024b00f9 · outbound

This paper cites Solve for p: p = -3/8 / -5/12.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Solve for p: p = -3/8 / -5/12

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfeab547-4fe7-461b-8961-50ec610e6fa0 · outbound

This paper cites ": history =.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning ": history =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700c1301-1f83-4c34-9122-54647dcc4948 · outbound

This paper cites \"\"{problem}\.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning \"\"{problem}\

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4528c080-c472-44d8-a201-03f98966d63a · outbound

This paper cites \"\"{gold_cot}\.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning \"\"{gold_cot}\

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05807164-469b-4183-b51d-003f6191736f · outbound

This paper cites \"\"{history}\.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning \"\"{history}\

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f72115e9-df42-4b50-89e6-3581fb3f9c87 · outbound

This paper cites Correction.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Correction

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a18f4fb8-8eab-4699-a6e3-fe8910ad3216 · outbound

This paper cites Correction.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Correction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 542bf0f0-6053-4745-b1af-887d3cc2bee9 · outbound

This paper cites Correction.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Correction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7df2fc99-16b9-479a-afb0-fc99c8b8d38f · outbound

This paper cites "" else:# Intermediate task_instr =.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning "" else:# Intermediate task_instr =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78a9b313-fe53-4a2f-9c3e-97f0371bd178 · outbound

This paper cites an unresolved cited work.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7801010-966c-4709-b622-76716ac0a256 · outbound

This paper cites "" ‘‘‘ returnf.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning "" ‘‘‘ returnf

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b89a2a8-b551-4508-aa3e-c8f6038dfd79 · outbound

This paper cites an unresolved cited work.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8de4e78e-c9a8-4a44-9da1-16b7d4555758 · outbound

This paper cites Analyze output.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Analyze output

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffbafc74-282a-4a79-938f-fafe020af81f · outbound

This paper cites an unresolved cited work.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44cb438f-d561-439a-8136-48e4a747ed1e · outbound

This paper cites "" Listing 4.Prompt for Baseline Trajectory Synthesis Method defgenerate_baseline_prompt(question:str) ->str: returnf.

DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning "" Listing 4.Prompt for Baseline Trajectory Synthesis Method defgenerate_baseline_prompt(question:str) ->str: returnf

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T07:50:58.011407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.