Paper Citation Record · LEDGER

Efficient Learning Content Retrieval with Knowledge Injection

As of 22 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2412.00125.

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

pith.paper-citation-record.v1
2412.00125 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:37:16.433741Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

46 of 46 outbound references displayed

verified exact2
verified fuzzy13
unresolved31
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7ce0265-3151-491d-b4eb-a0b7a4e61c17 · outbound

This paper cites Improving language understanding by generative pre-training,.

Efficient Learning Content Retrieval with Knowledge Injection Improving language understanding by generative pre-training,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.223752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ddedf2a-f1eb-4cf3-9441-da0b5df7462d · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Efficient Learning Content Retrieval with Knowledge Injection Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.228916Z

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Observation c2736408-ae6d-4529-b52b-6fd6a4ee2831 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Efficient Learning Content Retrieval with Knowledge Injection LLaMA: Open and Efficient Foundation Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.234096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deaa18fd-04e3-40e7-b599-f307541da6fb · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Efficient Learning Content Retrieval with Knowledge Injection Textbooks Are All You Need II: phi-1.5 technical report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.239362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa8ce26e-7e4e-4798-a71c-212516ace7e6 · outbound

This paper cites Mistral 7B.

Efficient Learning Content Retrieval with Knowledge Injection Mistral 7B

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.244447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a451dd3-6398-4042-a120-a682f474d0b9 · outbound

This paper cites A survey on evaluation of large language models,.

Efficient Learning Content Retrieval with Knowledge Injection A survey on evaluation of large language models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.249447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 828b3f11-5194-4a57-8126-059e5473fb47 · outbound

This paper cites Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering.

Efficient Learning Content Retrieval with Knowledge Injection Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.254536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c10fd8-1142-4725-8d56-7e3ed1ca6868 · outbound

This paper cites A survey on legal question–answering systems,.

Efficient Learning Content Retrieval with Knowledge Injection A survey on legal question–answering systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:17.065549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98a4a575-52b8-4cf7-a148-4c0691f204bc · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Efficient Learning Content Retrieval with Knowledge Injection Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.263741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8db2f0-41a4-47a5-b375-9e2c8e89e09d · outbound

This paper cites Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-Answering.

Efficient Learning Content Retrieval with Knowledge Injection Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-Answering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.268339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbd34d30-cf9d-4679-a4a2-5fca8d7b276d · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

Efficient Learning Content Retrieval with Knowledge Injection Dense Passage Retrieval for Open-Domain Question Answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.273049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dce883d4-0560-4c80-8660-b9f0fb723d18 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Efficient Learning Content Retrieval with Knowledge Injection BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.277757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6cd61d0-eb2b-4e40-90ea-1c4f8b6ad3a7 · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

Efficient Learning Content Retrieval with Knowledge Injection BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.282853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5303843d-63a9-453b-b8e2-9fcd1d12546b · outbound

This paper cites Ai-ta: Towards an intelligent question-answer teaching assistant using open-source llms,.

Efficient Learning Content Retrieval with Knowledge Injection Ai-ta: Towards an intelligent question-answer teaching assistant using open-source llms,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:17.050667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ca0e7a4e-780a-4e7d-bd87-65f19c614a4d · outbound

This paper cites Buddybot: Ai powered chatbot for enhancing english language learning,.

Efficient Learning Content Retrieval with Knowledge Injection Buddybot: Ai powered chatbot for enhancing english language learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:17.036147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b7751073-56b0-4b04-b7f7-e90b609dd821 · outbound

This paper cites Llama-lora neural prompt engineering: A deep tuning framework for automatically generating chinese text logical reasoning thinking chains,.

Efficient Learning Content Retrieval with Knowledge Injection Llama-lora neural prompt engineering: A deep tuning framework for automatically generating chinese text logical reasoning thinking chains,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:17.022028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation df824e5e-c767-40af-961e-2945b62619fb · outbound

This paper cites Fine-tuning and Utilization Methods of Domain-specific LLMs.

Efficient Learning Content Retrieval with Knowledge Injection Fine-tuning and Utilization Methods of Domain-specific LLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.305350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97147f63-3314-4aef-8463-0e2502b52cfa · outbound

This paper cites Customising general large language models for specialised emotion recognition tasks,.

Efficient Learning Content Retrieval with Knowledge Injection Customising general large language models for specialised emotion recognition tasks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:17.008004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 86b87d51-7c08-4322-b229-18ac87312d29 · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

Efficient Learning Content Retrieval with Knowledge Injection Lora: Low-rank adaptation of large language models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.315266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3efe435d-ade1-4e17-aa33-47775d718fb2 · outbound

This paper cites Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness.

Efficient Learning Content Retrieval with Knowledge Injection Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-12T10:37:16.668917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d6441c0b-cef4-40fb-88a3-2412fb202dd0 · outbound

This paper cites MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning.

Efficient Learning Content Retrieval with Knowledge Injection MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-12T10:37:16.647414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9989d700-1183-4825-bc0f-7aefb918bdfe · outbound

This paper cites Qlora: Efficient finetuning of quantized llms,.

Efficient Learning Content Retrieval with Knowledge Injection Qlora: Efficient finetuning of quantized llms,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.333685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd7cc50e-8000-4a28-8903-eb7fb71092e2 · outbound

This paper cites Available: https://huggingface.co/docs/bitsandbytes/main/en/ index.

Efficient Learning Content Retrieval with Knowledge Injection Available: https://huggingface.co/docs/bitsandbytes/main/en/ index

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.976684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 741ba306-09bc-46d3-8526-d3f8846b9298 · outbound

This paper cites Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations.

Efficient Learning Content Retrieval with Knowledge Injection Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.342195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f1537a-8c0b-41c7-888d-fd3f12d1571e · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Efficient Learning Content Retrieval with Knowledge Injection RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.346872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d049c9fa-2b03-4d16-84ea-0c1a015ce3e0 · outbound

This paper cites Atlas: Few-shot Learning with Retrieval Augmented Language Models.

Efficient Learning Content Retrieval with Knowledge Injection Atlas: Few-shot Learning with Retrieval Augmented Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.351537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28de5033-a817-4575-ae76-3bbcb9b7a0e1 · outbound

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

Efficient Learning Content Retrieval with Knowledge Injection Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.356434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27694216-6d94-4ff1-a16e-4de975075095 · outbound

This paper cites REALM: Retrieval-Augmented Language Model Pre-Training.

Efficient Learning Content Retrieval with Knowledge Injection REALM: Retrieval-Augmented Language Model Pre-Training

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.360910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8933fc54-8996-4233-a5c7-845db414187a · outbound

This paper cites In-Context Retrieval-Augmented Language Models.

Efficient Learning Content Retrieval with Knowledge Injection In-Context Retrieval-Augmented Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.365333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcfd3b3e-b7ab-4476-bf71-b5256dc85482 · outbound

This paper cites Available: https://e.huawei.com/en/talent/ict-academy/#/ ict-courses-list.

Efficient Learning Content Retrieval with Knowledge Injection Available: https://e.huawei.com/en/talent/ict-academy/#/ ict-courses-list

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.963286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db98b27b-e720-4cd1-b82a-fa86191532d5 · outbound

This paper cites GPT-4 Technical Report.

Efficient Learning Content Retrieval with Knowledge Injection GPT-4 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.374851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77e185f4-897f-43d1-9f2b-c9c35908869c · outbound

This paper cites Transformers: State- of-the-art natural language processing,.

Efficient Learning Content Retrieval with Knowledge Injection Transformers: State- of-the-art natural language processing,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.379445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50807939-d50c-4ae2-989e-d6f420b9bde7 · outbound

This paper cites A Fine-tuning Enhanced RAG System with Quantized Influence Measure as AI Judge.

Efficient Learning Content Retrieval with Knowledge Injection A Fine-tuning Enhanced RAG System with Quantized Influence Measure as AI Judge

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.384000Z

Source-reported events for the cited work

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Observation af729f7e-1b16-4599-8051-a83a42fbb2ee · outbound

This paper cites Exploiting LLM Quantization.

Efficient Learning Content Retrieval with Knowledge Injection Exploiting LLM Quantization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.388559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3029e0e5-80fb-4603-b7b9-0b44d2cb3d51 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Efficient Learning Content Retrieval with Knowledge Injection Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.393346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34dc7b44-27e0-46e2-937b-5af46b1a5aee · outbound

This paper cites Evaluation of Retrieval-Augmented Generation: A Survey.

Efficient Learning Content Retrieval with Knowledge Injection Evaluation of Retrieval-Augmented Generation: A Survey

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.398037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a35b4346-7d77-43ac-99d6-8af33f54e332 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Efficient Learning Content Retrieval with Knowledge Injection Bleu: a method for automatic evaluation of machine translation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.938823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 162e9a12-6bd9-48a7-98a0-acf4f6bab558 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

Efficient Learning Content Retrieval with Knowledge Injection ROUGE: A package for automatic evaluation of summaries,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.924689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f7b7be68-218f-4c92-b217-1b8e0757285a · outbound

This paper cites METEOR: An automatic metric for MT evaluation with improved correlation with human judgments,.

Efficient Learning Content Retrieval with Knowledge Injection METEOR: An automatic metric for MT evaluation with improved correlation with human judgments,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.910516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0dd8d869-ba06-4070-b81d-4a7b46747453 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Efficient Learning Content Retrieval with Knowledge Injection BERTScore: Evaluating Text Generation with BERT

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.415873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f8a8c45-8ee7-47ad-bb05-21db598a6217 · outbound

This paper cites LangChain,.

Efficient Learning Content Retrieval with Knowledge Injection LangChain,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.896284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c558182-52c5-45ee-8c61-3d38e789152a · outbound

This paper cites Bitsandbytes,.

Efficient Learning Content Retrieval with Knowledge Injection Bitsandbytes,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.881770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4f7e8acb-cc70-448d-8a08-501c0bef6ab2 · outbound

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Efficient Learning Content Retrieval with Knowledge Injection The faiss library,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.429321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e94fd09-2ec7-416f-a694-0a93584af805 · outbound

This paper cites Assessing fine-tuning efficacy in llms: A case study with learning guidance chatbots,.

Efficient Learning Content Retrieval with Knowledge Injection Assessing fine-tuning efficacy in llms: A case study with learning guidance chatbots,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T10:37:16.859638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a67e2220-2b99-40a9-a0c0-4bf69db6a550 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Efficient Learning Content Retrieval with Knowledge Injection LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.319907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1db1b7-5ce1-4e61-9706-d710dabd4ded · outbound

This paper cites AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs.

Efficient Learning Content Retrieval with Knowledge Injection AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-12T10:37:16.292033Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.