Paper Citation Record · LEDGER

DeepThink: Aligning Language Models with Domain-Specific User Intents

As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2502.05497.

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

pith.paper-citation-record.v1
2502.05497 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:08:57.696792Z

measured 39 of 39 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T02:06:32.021051Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T13:16:05.513356Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy1
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 591bbc0c-a861-40a7-89c7-731961d7a950 · outbound

This paper cites online" 'onlinestring :=.

DeepThink: Aligning Language Models with Domain-Specific User Intents online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.482525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9924fa8c-31e5-4fb8-9342-37b31fef9f5a · outbound

This paper cites write newline.

DeepThink: Aligning Language Models with Domain-Specific User Intents write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.490721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ada69b1-80bf-4472-a7eb-d6e712f7677b · outbound

This paper cites Synthetic Dialogue Dataset Generation using LLM Agents.

DeepThink: Aligning Language Models with Domain-Specific User Intents Synthetic Dialogue Dataset Generation using LLM Agents

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.496779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d96226-503f-4579-8eab-c8902e0a2654 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

DeepThink: Aligning Language Models with Domain-Specific User Intents Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.503395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 753753ac-8920-447a-8979-d2170ace815d · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T19:08:58.253806Z

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.

Observation 0c5cb8f8-80d8-4c0a-b349-6e4dab453ebf · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.514381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea29445-e754-4955-870a-b48e18f7e7be · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.520240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef70af83-7221-4d3f-89c2-907e67c73d5d · outbound

This paper cites T-RAG: Lessons from the LLM Trenches.

DeepThink: Aligning Language Models with Domain-Specific User Intents T-RAG: Lessons from the LLM Trenches

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.525626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f27a35-8d88-47a9-95ba-8e7a23cca8e3 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T19:08:58.216080Z

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.

Observation 630c7576-57cf-43c1-97f2-6187376ee7a1 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.537152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a83586-0776-4e9d-a39a-72a837190889 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.542754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf1c313-7df0-496b-91c5-52272ddc8e3c · outbound

This paper cites Mistral 7B.

DeepThink: Aligning Language Models with Domain-Specific User Intents Mistral 7B

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.547931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caeabec0-c99f-4bb3-acd3-015fcfb408a0 · outbound

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

DeepThink: Aligning Language Models with Domain-Specific User Intents Gonzalez, Hao Zhang, and Ion Stoica

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.553642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e55c4559-64fd-4ff4-8796-68d6e9c00f60 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T19:08:58.179265Z

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.

Observation 971d98e8-5977-413b-819f-b2c65633d4b6 · outbound

This paper cites ChatQA: Surpassing GPT-4 on Conversational QA and RAG.

DeepThink: Aligning Language Models with Domain-Specific User Intents ChatQA: Surpassing GPT-4 on Conversational QA and RAG

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.564112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6c0948a-e69b-4278-9c65-7706404c465b · outbound

This paper cites Query Rewriting for Retrieval-Augmented Large Language Models.

DeepThink: Aligning Language Models with Domain-Specific User Intents Query Rewriting for Retrieval-Augmented Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.569618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ced08a2e-3c0b-46ae-930e-b2a768c9c23b · outbound

This paper cites GPTEval: A Survey on Assessments of ChatGPT and GPT-4.

DeepThink: Aligning Language Models with Domain-Specific User Intents GPTEval: A Survey on Assessments of ChatGPT and GPT-4

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.575977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d056e554-00a2-40e7-8655-54d3de7239e5 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T19:08:58.163584Z

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.

Observation bc549eae-ea4d-4198-880e-9b1865bc8569 · outbound

This paper cites GPT-4 Technical Report.

DeepThink: Aligning Language Models with Domain-Specific User Intents GPT-4 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.587117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63e30ea3-a255-414f-a3e8-2984e3d47c18 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.592907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ba6263-e7c3-4e63-b47d-b957c6b0b11c · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.599192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14fe8f25-1f77-4485-8cce-265bcb752de0 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T19:08:58.124126Z

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.

Observation ec8f9fb3-d190-45d3-b728-9b6dac2aeed1 · outbound

This paper cites CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues.

DeepThink: Aligning Language Models with Domain-Specific User Intents CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.612057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a47aaa-a864-4cbf-9f08-6bfac760698e · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.617543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3fb3b1a-d4f0-471b-9fcf-331b83f63ca9 · outbound

This paper cites Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for Dialogue.

DeepThink: Aligning Language Models with Domain-Specific User Intents Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for Dialogue

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.622554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b47e50bb-d8ac-44e7-bf7b-20a500fb8d45 · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

DeepThink: Aligning Language Models with Domain-Specific User Intents Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.627626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a54baaf-f297-4d69-a577-1865744b8a86 · outbound

This paper cites Towards Zero-Label Language Learning.

DeepThink: Aligning Language Models with Domain-Specific User Intents Towards Zero-Label Language Learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.632991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38f68e9b-3ebf-43dc-a978-51d08a286d38 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

DeepThink: Aligning Language Models with Domain-Specific User Intents BloombergGPT: A Large Language Model for Finance

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.638700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f9008b9-2e3b-4bcb-b334-1c442d76494c · outbound

This paper cites Bicknell.

DeepThink: Aligning Language Models with Domain-Specific User Intents Bicknell

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:08:58.084806Z

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.

Observation 6c991a1b-a0cd-40ff-a0f3-dbc71acec7e8 · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

DeepThink: Aligning Language Models with Domain-Specific User Intents WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.650202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a9e373-3b4f-42fa-bc80-eb13f095b7c0 · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.656040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c2e9516-6d46-4b86-b1f5-ca5884065519 · outbound

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

DeepThink: Aligning Language Models with Domain-Specific User Intents Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.661469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6adfb8ac-2521-4c43-b5d1-7c060680946f · outbound

This paper cites RAFT: Adapting Language Model to Domain Specific RAG.

DeepThink: Aligning Language Models with Domain-Specific User Intents RAFT: Adapting Language Model to Domain Specific RAG

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.667018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76a55f5c-0085-4ac8-a041-560fd8beb7e6 · outbound

This paper cites Self-QA: Unsupervised Knowledge Guided Language Model Alignment.

DeepThink: Aligning Language Models with Domain-Specific User Intents Self-QA: Unsupervised Knowledge Guided Language Model Alignment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.673427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4869c27e-3007-42fe-bdd5-cf8847c4b69d · outbound

This paper cites WildChat: 1M ChatGPT Interaction Logs in the Wild.

DeepThink: Aligning Language Models with Domain-Specific User Intents WildChat: 1M ChatGPT Interaction Logs in the Wild

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.679640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65627af3-59a0-47dc-a912-bb7b6891cdb6 · outbound

This paper cites LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset.

DeepThink: Aligning Language Models with Domain-Specific User Intents LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.685355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7efe4230-08ef-4549-92b8-563dbf84240d · outbound

This paper cites an unresolved cited work.

DeepThink: Aligning Language Models with Domain-Specific User Intents Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.691854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08043fc3-38c2-455a-9a40-3ed71d03ab5b · outbound

This paper cites JudgeLM: Fine-tuned Large Language Models are Scalable Judges.

DeepThink: Aligning Language Models with Domain-Specific User Intents JudgeLM: Fine-tuned Large Language Models are Scalable Judges

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T19:08:57.696792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1c98693f-0453-443e-a337-0144efa286a8 · inbound

From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning cites this paper.

From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning DeepThink: Aligning Language Models with Domain-Specific User Intents

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:16:05.523668Z

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.