Paper Citation Record · LEDGER

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor

As of 11 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2507.16252.

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

pith.paper-citation-record.v1
2507.16252 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:21:36.535292Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:56:02.817502Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:37:56.750242Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy5
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1c6df1f-c3b8-4aea-ae45-36d4cbc12db5 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.725645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c4b2ce9f-1e93-4ea0-8ccb-e198f077f084 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.539322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 43459882-4ed1-4f78-a3aa-f17f1f8c1bc8 · outbound

This paper cites Tutor:" and the sixth-grade student’s utterances are pref- aced by “Student:.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Tutor:" and the sixth-grade student’s utterances are pref- aced by “Student:

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:21:40.934454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 578e428c-3585-4060-a315-cbaa7b0b08ca · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.324792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3370577a-4168-464c-82d0-af2b0c9262ed · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.207568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 22442589-7039-413a-8834-4ffdc8171008 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.439650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1483a203-c24d-4e15-afc7-78f13b36bde0 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.890790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a186de25-b5c3-49e0-976c-97d63f3d3287 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.701394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3356a71b-50d7-4d42-86a0-ce17a1615908 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:40.025008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation da9da7f3-1fae-4c8b-9583-3b77bef50633 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.259284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 935f7b26-b884-4503-bec8-e0bceee171b1 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.145589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cbdfafe2-3d72-4e14-8439-2be788fbc2f1 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.452706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ce70f5f8-e1e4-4956-ad83-94b4f5fb9549 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:38.841286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5225090f-ce6f-4858-8029-52518452b14b · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:38.661179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 67413b9a-deb1-4af7-8c34-22c49ca9f27f · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:39.012089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1eb9743e-c69c-43da-92bb-f36ba6e456cf · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:38.272309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36f58521-b3ff-4aa3-a6df-6db8749ad9a5 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:38.081642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2d4760aa-75b3-4ca3-8f6a-c72ded10ccba · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:38.448398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 07174bd6-071e-45cd-b10a-644e49c2c9ec · outbound

This paper cites possible mistakes.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor possible mistakes

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:21:37.740926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 384fde97-eb36-4cb7-851b-351fe5b1cbc0 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:37.621205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e96a356e-c976-4b0b-8eab-3305a8547339 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:37.904756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d5b1d2f-4922-4c5c-8b36-3b53c2c2fcf1 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:37.238189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 410e694a-b668-416d-b370-d1d4ed25afaf · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:37.089013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 59a6773c-24e1-43ff-bb4c-f2a7602cbf0c · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:37.458300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 126a3a61-59c1-451b-9294-5f5f4bab82b9 · outbound

This paper cites Tutor:" and the student’s utterances are prefaced by “Student:.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Tutor:" and the student’s utterances are prefaced by “Student:

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:21:36.719047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d54645a2-436e-4b6b-bcbf-14f9e92c7646 · outbound

This paper cites an unresolved cited work.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:21:36.889408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation db838a32-167a-4c9f-aaad-daf937b98b0a · outbound

This paper cites Qingxiu Dong, Lei Li, Damai Dai, Ce Zheng, Jingyuan Ma, Rui Li, Heming Xia, Jingjing Xu, Zhiyong Wu, Tianyu Liu, Baobao Chang, Xu Sun, Lei Li, and Zhifang Sui.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Qingxiu Dong, Lei Li, Damai Dai, Ce Zheng, Jingyuan Ma, Rui Li, Heming Xia, Jingjing Xu, Zhiyong Wu, Tianyu Liu, Baobao Chang, Xu Sun, Lei Li, and Zhifang Sui

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:21:41.110306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a55543e3-f7f3-4533-8e47-fb5c5f6be9ec · outbound

This paper cites Joey Hong, Sergey Levine, and Anca Dragan.

Efficient RL for optimizing conversation level outcomes with an LLM-based tutor Joey Hong, Sergey Levine, and Anca Dragan

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:21:41.100507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation e6f64809-530d-4631-9ce9-367b4348307c · inbound

DIAL: Direct Iterative Adversarial Learning for Realistic Multi-Turn Dialogue Simulation cites this paper.

DIAL: Direct Iterative Adversarial Learning for Realistic Multi-Turn Dialogue Simulation Efficient RL for optimizing conversation level outcomes with an LLM-based tutor

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-16T20:21:13.551228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 800c267f-cb77-474c-b178-d3f21a3fdae9 · inbound

Hey Chat, Can You Teach Me? Structuring Socratic Dialogue for Human Learning in the Wild cites this paper.

Hey Chat, Can You Teach Me? Structuring Socratic Dialogue for Human Learning in the Wild Efficient RL for optimizing conversation level outcomes with an LLM-based tutor

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:37:56.752616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.