Paper Citation Record · LEDGER

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

As of 7 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2509.06650.

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

pith.paper-citation-record.v1
2509.06650 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T23:23:42.243349Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

34 of 34 outbound references displayed

verified exact4
verified fuzzy3
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69805b29-af73-4d7e-8812-3c47715858af · outbound

This paper cites Bhogal, A.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Bhogal, A

Reference 1

Resolution: verified exact; doi, observed 2026-08-04T23:23:42.575264Z

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 9abd6403-e251-4e82-87ad-ecd495aae956 · outbound

This paper cites MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:39.650901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55f03057-14b7-4c3a-9ac9-0cf17fdb4da8 · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-04T23:23:42.407465Z

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 70f294d2-51b9-4567-a07c-054abbee7f50 · outbound

This paper cites Cormack, Charles L A Clarke, and Stefan Buettcher.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Cormack, Charles L A Clarke, and Stefan Buettcher

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:39.797726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81c4203b-a51b-4d64-b50f-231f06dee12f · outbound

This paper cites Continual Pre-Training Mitigates Forgetting in Language and Vision.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Continual Pre-Training Mitigates Forgetting in Language and Vision

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-04T23:23:43.286600Z

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 a0d1ef20-c9f5-442d-8753-abe10987d30b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:39.956935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e16f951-9f7c-470d-813d-8e89f5921112 · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.038456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4bebb46-5f29-4a1f-8b0e-bb91749ecb03 · outbound

This paper cites ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.126983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdc6706f-2a82-41ee-bfe3-9007be5122be · outbound

This paper cites Query Expansion by Prompting Large Language Models.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Query Expansion by Prompting Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.197978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98afb813-6714-4da2-b86a-1cb88ddd228e · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.287539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a283129-a172-448b-aa20-f26843fd655d · outbound

This paper cites MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.400761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2e0ec60-d36f-407e-9bd4-7b6ae20e19bb · outbound

This paper cites DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.444325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bdab990-9ed0-484a-915f-effcf540beb1 · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:23:44.172358Z

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 18241805-67db-4464-94b5-3cbe7f472254 · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.598797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40d3156f-5c12-4ea6-a62c-bb3569594a8c · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.657425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b05527-681c-4c36-8772-912b3bc89f5b · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:23:44.030938Z

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 ab49911f-d377-4e2e-9369-61d87616415d · outbound

This paper cites 2022.PEFT: State-of-the-art Parameter-Efficient Fine-Tuning Methods.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval 2022.PEFT: State-of-the-art Parameter-Efficient Fine-Tuning Methods

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:23:43.709371Z

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 21ad4ad3-bd77-4e0f-9af8-9b0024aad1dd · outbound

This paper cites Passage Re-ranking with BERT.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Passage Re-ranking with BERT

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:40.973515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07bbcfa-f8ea-4ea1-9689-b802fba72cae · outbound

This paper cites 2022.New and improved embedding model.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval 2022.New and improved embedding model

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:23:43.477586Z

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 2146f822-66bf-4120-8332-9c3848af6edc · outbound

This paper cites Improving Query Expansion Using WordNet.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Improving Query Expansion Using WordNet

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-04T23:23:43.036785Z

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 c97a8514-8870-4127-9d42-c0c82ecb9261 · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.268780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21aebf3f-0839-44f9-91e5-7d6e19226ac6 · outbound

This paper cites ReasonIR: Training Retrievers for Reasoning Tasks.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval ReasonIR: Training Retrievers for Reasoning Tasks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.462145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09cbdec8-e815-49f7-912e-cedb07a11b06 · outbound

This paper cites How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.525376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd306089-47a6-4ec7-a098-a08a6c526c2c · outbound

This paper cites BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.597027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9f1aa58-2b02-46c2-b3c2-10cbb19a23b3 · outbound

This paper cites Query2doc: Query Expansion with Large Language Models.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Query2doc: Query Expansion with Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.673206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c883b7-520d-4b4a-97f1-d8b690a827bc · outbound

This paper cites Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.779153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbdc0a48-7af3-4cfa-a9cd-8e15c9f2039d · outbound

This paper cites Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.861983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6d2d58f-f8f1-40e5-a3fe-191a8820f608 · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval C-Pack: Packed Resources For General Chinese Embeddings

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.922160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f84c2f7-ed7a-4c3a-ad0b-a9eb6eb8bfea · outbound

This paper cites Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:42.039208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f16ca56-a843-4554-ab53-72af1160e194 · outbound

This paper cites Bruce Croft.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Bruce Croft

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-08-04T23:23:42.760503Z

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 3039e145-d80a-4bf7-aee5-e6288523f38c · outbound

This paper cites Qwen3 Technical Report.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Qwen3 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:42.179105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8896a49-5515-412d-9157-a24fc792abab · outbound

This paper cites an unresolved cited work.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:42.243349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fcb7c2f-6778-477e-94c1-5a1a3de1c925 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:41.375050Z

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Unavailable: canonical work link unavailable.

Observation c62ebf6c-6ce0-4a80-9ce1-6207c0f4fe00 · outbound

This paper cites https://github.com/sail-sg/understand-r1-zero/blob/main/ understand-r1-zero.pdf Code: https://github.com/sail-sg/understand-r1-zero.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval https://github.com/sail-sg/understand-r1-zero/blob/main/ understand-r1-zero.pdf Code: https://github.com/sail-sg/understand-r1-zero

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:23:43.867978Z

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.

Pith citing papers

No inbound Pith citation observations are available.