Paper Citation Record · LEDGER

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 20 inbound Pith citation observations for arXiv:2502.10708.

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

pith.paper-citation-record.v1
2502.10708 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:55:13.053267Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T08:55:34.905780Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation bb69ad67-38b4-4c0e-ab5b-4bdd2da84213 · inbound

Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models cites this paper.

Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T05:55:13.053267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40f7b71a-8b76-4081-b6b0-4035a0eb7e2e · inbound

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices cites this paper.

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 105

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:05:16.236011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 72687450-45bb-4fad-819c-71493aae0c64 · inbound

Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models cites this paper.

Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:02.924153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18cf9e13-2742-42c9-9a05-9ab24f2ecaab · inbound

Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models cites this paper.

Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:31:34.143825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144b460c-365a-4c3b-9346-af7033c27931 · inbound

SocialMaze: A Benchmark for Evaluating Social Reasoning in Large Language Models cites this paper.

SocialMaze: A Benchmark for Evaluating Social Reasoning in Large Language Models Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:12.924587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a1ee0da-0ed8-4edb-a4ac-6b193ac44ecb · inbound

Collaborative Editable Model cites this paper.

Collaborative Editable Model Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:24:12.949425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a6369f-52d2-4c1d-93dd-00a13b8c7f6d · inbound

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing cites this paper.

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:49:32.332793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd80d6f0-6ab8-432c-942f-0714c5cabcde · inbound

BLOCKS: Blockchain-supported Cross-Silo Knowledge Sharing for Efficient LLM Services cites this paper.

BLOCKS: Blockchain-supported Cross-Silo Knowledge Sharing for Efficient LLM Services Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:40:38.180832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9befa8c-1af5-4128-b840-69f88aeafb2f · inbound

RELRaE: LLM-Based Relationship Extraction, Labelling, Refinement, and Evaluation cites this paper.

RELRaE: LLM-Based Relationship Extraction, Labelling, Refinement, and Evaluation Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:05:22.078666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 601678b7-47f3-47dc-9f68-49b2d0449fc2 · inbound

Flipping Knowledge Distillation: Leveraging Small Models' Expertise to Enhance LLMs in Text Matching cites this paper.

Flipping Knowledge Distillation: Leveraging Small Models' Expertise to Enhance LLMs in Text Matching Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T19:29:08.727188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation def440c5-0b84-42d2-9ad3-35846673aa3d · inbound

Knowledge Conceptualization Impacts RAG Efficacy cites this paper.

Knowledge Conceptualization Impacts RAG Efficacy Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T18:01:20.307802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8392c25d-76c2-415e-b8dc-732779528e0a · inbound

CEQuest: Benchmarking Large Language Models for Construction Estimation cites this paper.

CEQuest: Benchmarking Large Language Models for Construction Estimation Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:53.280877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbdd4f3a-f142-4ead-a466-ae1f4859f75d · inbound

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis cites this paper.

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T18:48:58.299011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 361e2e8f-4445-4fea-9cd5-cd3f3ad08711 · inbound

G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge cites this paper.

G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:26:25.018930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 53e812b2-3912-4758-9bae-5a7c0218b105 · inbound

KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks cites this paper.

KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T06:16:20.738560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c02b3029-7b67-49ba-8ba4-35cb9453ce89 · inbound

TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications? cites this paper.

TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications? Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:28:14.647147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation db881255-cc4f-49f5-9fb7-f7ecc85f321a · inbound

Less is More: Lightweight Prompt Compression for Question Answering Applications on Edge Devices cites this paper.

Less is More: Lightweight Prompt Compression for Question Answering Applications on Edge Devices Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:55:34.907283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 397eec3c-e6ea-4db7-ad12-e637502c36e8 · inbound

Global Logic and Local Search: Dual-Stream Multimodal In-Context Learning for Verifiable Industrial Anomaly Detection cites this paper.

Global Logic and Local Search: Dual-Stream Multimodal In-Context Learning for Verifiable Industrial Anomaly Detection Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T23:45:43.436443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f9f805-0ffc-4737-9139-e1434ced13db · inbound

Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias cites this paper.

Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 187

Resolution: unresolved; no resolver link, observed 2026-07-14T02:33:34.084111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6017c3a-23d3-43f2-b275-bbeb92226ca0 · inbound

AdaptAgent: A Multi-agent, Domain-Guided Reasoning Framework for Code Adaptation cites this paper.

AdaptAgent: A Multi-agent, Domain-Guided Reasoning Framework for Code Adaptation Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:51:01.068941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.