Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:21:43.077882Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2506.02726.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:21:43.077882Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 35378862-893b-4597-b95b-05288e3f5877 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Large language models: A survey of their development, capabilities, and applications.Knowledge and Information Systems, pages 1–56, 2024
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d7bbc86f-e931-45c9-8953-57ef7582e0ec · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Nlp for social good: A survey of challenges, opportunities, and responsible deployment.arXiv preprint arXiv:2505.22327, 2025
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb19e456-97f4-405b-aae1-7bae18f537a2 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Current applications and challenges in large language models for patient care: a systematic review.Communications Medicine, 5(1):26, 2025
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 57b394cb-018e-46af-be82-05bfc3318205 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A Survey on Large Language Models with some Insights on their Capabilities and Limitations
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44ab70e2-1c85-4c56-a568-e9ce0a935689 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74c35b06-33bc-4769-a41d-ee2412b33a4e · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Reinforcement Learning Enhanced LLMs: A Survey
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a381681a-455a-4ea2-9fb1-fabb69e82004 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models LLMs for Explainable AI: A Comprehensive Survey
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba7746db-7ab2-49c0-9c0d-d2fe3e7f91eb · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Explainability for large language models: A survey.ACM Transactions on Intelligent Systems and Technology, 15(2):1–38, 2024
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab4988a7-bbac-49a4-8d43-ae72784b60c7 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Understand what llm needs: Dual preference alignment for retrieval-augmented generation
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f2b9230-9f4f-41fa-b65c-682f64177050 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Chain of preference optimization: Improving chain-of-thought reasoning in llms.Advances in Neural Information Processing Systems, 37:333–356, 2024
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5faf9fb3-54ce-4de8-99ab-631bf7637757 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Context-DPO: Aligning Language Models for Context-Faithfulness
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb9969f1-74a8-4879-9709-705b98e488d6 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 26010888-1271-453c-9889-bb799a52a1a3 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Knowpo: Knowledge-aware preference optimization for controllable knowledge selection in retrieval- augmented language models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9d28fa35-cf80-4ed3-9bc1-053bd929396d · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Iterative reasoning preference optimization.Advances in Neural Information Processing Systems, 37:116617–116637, 2024
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 903b4620-bbfa-4740-b989-c9aa6a4f3c2d · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6cab298-93e4-432d-a3cd-31d582c665e6 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Solving Maxwell's Equations
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a9a06361-e0ee-4ac3-abe2-d72c8f9d7519 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A Survey on Knowledge-Oriented Retrieval-Augmented Generation
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23df82cc-59c2-4a25-bebe-450afeb4def6 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa508398-e9cd-4894-bbe0-055d2e765f73 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A Survey on Post-training of Large Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf48b54-8869-47c6-bf9a-03f922f803a9 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b0ec985-fb2e-429e-bbeb-c23793eb36c8 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models MM-RLHF: The Next Step Forward in Multimodal LLM Alignment
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0204eac1-f9af-4dc2-881c-4b43e76c53fe · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0434a918-f900-4b85-946d-c03d54180b4b · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82e0992e-7473-4faf-b2b3-07506c9ccda4 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12271706-1c52-45c2-9b33-393f1be2538e · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Exploratory Preference Optimization: Harnessing Implicit Q*-Approximation for Sample-Efficient RLHF
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fad7e606-d01f-4894-84a3-b0e44b075c91 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bbe81107-5f30-4627-ad40-7fa6c65256cc · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Safer-Instruct: Aligning Language Models with Automated Preference Data
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 710738de-a91c-4664-8a43-71f3c1dc08e5 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Self-Boosting Large Language Models with Synthetic Preference Data
Reference 28
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Unavailable: canonical work link unavailable.
Observation a28d5641-84b1-4e89-a0e7-5e53d514116e · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A comprehensive review of large language models: issues and solutions in learning environments.Discover Sustainability, 6(1):27, 2025
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 148f7fa5-3df2-48f8-93f9-b611bc3a5f75 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Constitutional AI: Harmlessness from AI Feedback
Reference 30
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Unavailable: canonical work link unavailable.
Observation cdf321d2-69d2-4864-8466-81151cfdede6 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Zhang and J
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3535564f-345b-4253-9118-ffd667784e46 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5a0a599-c7ff-48f5-93b9-bc6aa98de06c · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a09417b-8f90-4f45-8b86-de503559f55b · outbound
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a92a8db8-8f5d-4ba3-9e81-588b0fa43f84 · outbound
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aedea759-c1d4-422f-bc74-d0649ca28f24 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Retrieval-Augmented Generation with Graphs (GraphRAG)
Reference 36
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Unavailable: canonical work link unavailable.
Observation a8369b8b-1fca-444f-92c3-4f022cc3f304 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a465f5ba-829c-4790-8c3e-56fc59df58af · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Enhancing chain of thought prompting in large language models via reasoning patterns
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 09bcebd1-1f60-478e-90b7-79b246d1c87f · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Transformers Provably Solve Parity Efficiently with Chain of Thought
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43ec6d05-cebe-4146-a919-e602bba05855 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Chain of Draft: Thinking Faster by Writing Less
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f1fe121-7f15-46fa-906c-5d85df9b3985 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Tool learning with large language models: A survey.Frontiers of Computer Science, 19(8):198343, 2025
Reference 41
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Unavailable: canonical work link unavailable.
Observation b3030e9e-68e9-480a-9bf1-70470f0c9d15 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Making Large Language Models Better Reasoners with Alignment
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9913d1b-478a-4d3d-b1c3-a4700efdfbb5 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models PORT: Preference Optimization on Reasoning Traces
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e709ee68-ea43-4f99-907c-ab3a2df57a1d · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22ae8ed5-37c1-4c8a-95fe-75f8c167d131 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Preference tree optimization: Enhancing goal- oriented dialogue with look-ahead simulations
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f98649cf-13d2-4964-9fa3-e4f9334cfae4 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Large language models in traditional chinese medicine: A scoping review.Journal of Evidence-Based Medicine, 18(1):e12658, 2025
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 06d4c3d7-50f9-45b8-aae0-cfddaa4ce002 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Tcmchat: A generative large language model for traditional chinese medicine.Pharmacological Research, 210:107530, 2024
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e99d14b3-39d3-4263-8b86-4882bb6c85ab · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Biancang: A traditional chinese medicine large language model.arXiv preprint arXiv:2411.11027, 2024
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 17d4fd0d-80d0-4afe-b56d-8bcd6eb95937 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Qibo: A Large Language Model for Traditional Chinese Medicine
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ea30630-77fc-4016-a820-90eff300a36a · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Ai-powered lawyering: Ai reasoning models, retrieval augmented generation, and the future of legal practice
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 645540cd-f7b2-4593-be27-28e96ffafad7 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models A comprehensive review on financial explainable ai.Artificial Intelligence Review, 58(6):1–49, 2025
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0595f1a3-41d5-4292-913c-e2cba6ba271f · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Findings of the association for computational linguistics: Eacl 2024
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 673dff5e-42c1-4845-97dc-2fade4c69f74 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models ALFA: Aligning LLMs to Ask Good Questions A Case Study in Clinical Reasoning
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dfbdf6e-383e-4290-b84e-a2609ada25ee · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Shennong-tcm: A traditional chinese medicine large language model
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aada8a85-a2e7-412f-bb92-483f6a257300 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Rouge: A package for automatic evaluation of summaries
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f72547f-2c79-4385-95ec-873c5c2c23f2 · outbound
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models Bleu: a method for automatic evaluation of machine translation
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.