Paper Citation Record · LEDGER

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models

As of 18 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2505.11010.

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

pith.paper-citation-record.v1
2505.11010 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:04:07.209638Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

32 of 32 outbound references displayed

verified exact1
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b014e725-894e-45b0-85b4-addf1e98cd6a · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Gonzalez, Ion Stoica, and Eric P

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.035596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e0c5481-ab28-4300-8806-81530fbb1358 · outbound

This paper cites Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.041621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 699a5b94-51b6-4092-b065-c2b23836b636 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.047370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9df279c-d0e2-4ee1-b36a-0355ed2c7e6f · outbound

This paper cites Enhancing Chat Language Models by Scaling High-quality Instructional Conversations.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Enhancing Chat Language Models by Scaling High-quality Instructional Conversations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.053372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0b0ab8-fe16-4964-a1e1-a4527c70ffe0 · outbound

This paper cites Scaling Synthetic Data Creation with 1,000,000,000 Personas.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Scaling Synthetic Data Creation with 1,000,000,000 Personas

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.058642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 180c7e57-3f31-437c-b488-7733101568b4 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.064268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57eee9a2-473e-4052-bdeb-f2e5599f9db7 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.069950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b49f646a-1d47-4035-90eb-6b2a2492c1d5 · outbound

This paper cites PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:04:07.527991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 12889b52-308e-4f31-864f-e0bed940e13d · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.080492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6435f83a-488c-468f-92de-dd6431f58565 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:04:07.742808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f515a6ef-0272-4581-9bc3-3b0539fa219c · outbound

This paper cites AlpaGasus: Training A Better Alpaca with Fewer Data.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models AlpaGasus: Training A Better Alpaca with Fewer Data

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.091324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 034cf740-6470-4786-a06e-466c49c115ef · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.097126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f0cfdd-558f-453b-b165-2ccb345440b1 · outbound

This paper cites #InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language Models.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models #InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.102658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b1c7a6d-a06d-4b9b-8f0d-b010d77f6822 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:04:07.725977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a2b2cc1c-bafb-4785-bc0f-e6d4422a71e1 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:04:07.708631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dee4df6e-99cb-45d4-b5c2-8ff8fa4ed7de · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:04:07.690225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 24288f91-81ed-4c6f-b8e2-773d21e0eef2 · outbound

This paper cites GPT-4 Technical Report.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models GPT-4 Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.123302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7868b478-f1e1-445b-ac8f-d6c588f0689a · outbound

This paper cites Training language models to follow instructions with human feedback.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Training language models to follow instructions with human feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.128455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a1800e9-2062-438e-b42f-199bd6438189 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.133842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c89b31-c6fa-42a9-9642-5bd8ec1cfe55 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.139908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762fc300-c063-4437-b654-ebba6f4064a8 · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.145152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a91ba9-2c44-4ddd-8146-c3d8a600793f · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.150483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9916e330-b1f9-4b91-b949-22b865111596 · outbound

This paper cites an unresolved cited work.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.157349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eddfef3c-ac35-4101-807f-9341b3b04cbf · outbound

This paper cites Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.163325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022cfda5-4ee8-4a7d-8250-5a8deea6504c · outbound

This paper cites Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.169352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86b7b87b-d3ad-4af6-85fa-cbb815eac4dd · outbound

This paper cites Qwen2.5 Technical Report.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Qwen2.5 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.175049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85616095-2583-44c4-acb2-482980e9bf3c · outbound

This paper cites Rethinking the Instruction Quality: LIFT is What You Need.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Rethinking the Instruction Quality: LIFT is What You Need

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.180869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b02474d-3241-4a05-a141-89ed38e2e2ed · outbound

This paper cites Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee Discussions.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee Discussions

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.187505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cbe65dc-c6ec-499c-9ff7-ab0e8b9f0d25 · outbound

This paper cites Gonzalez, Ion Stoica, and Hao Zhang.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Gonzalez, Ion Stoica, and Hao Zhang

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.192905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13938fe3-4441-4478-98f8-d4c84502d891 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.198387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d10086ed-4449-4517-b1ea-a1a27ae40628 · outbound

This paper cites online" 'onlinestring :=.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models online" 'onlinestring :=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.203703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a390bd28-880e-4ed5-a581-e93b8461c4aa · outbound

This paper cites write newline.

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models write newline

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:07.209638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.