Paper Citation Record · LEDGER

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs

As of 11 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 4 inbound Pith citation observations for arXiv:2604.12610.

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

pith.paper-citation-record.v1
2604.12610 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:42:59.063869Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-04T15:12:08.612215Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T15:19:55.987508Z

Reference resolution

60 of 60 outbound references displayed

verified exact25
verified fuzzy29
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b2367a6a-8752-4e7c-801c-e1cc98a2927e · outbound

This paper cites SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented Generation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented Generation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.341727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1bb0172-2019-427c-9b51-afeb4ba1e15f · outbound

This paper cites Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.352338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1e64e868-3284-45ed-9b1f-6b59c6d3f902 · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-15T13:32:17.790502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 14103239-4cde-4e82-9308-584d9abb8e1e · outbound

This paper cites Automated feedback for student math responses based on multi-modality and fine-tuning.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Automated feedback for student math responses based on multi-modality and fine-tuning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.854831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ccdd440-6999-4d84-8569-280062f40933 · outbound

This paper cites Lightweight LLM Agent Memory with Small Language Models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Lightweight LLM Agent Memory with Small Language Models

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-11T09:56:05.334639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6dc73616-7b44-4582-b712-b37163bc1f03 · outbound

This paper cites Autoformalization with large language models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Autoformalization with large language models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.860555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f22b7a36-5fa2-4243-af28-9a0e0807eecf · outbound

This paper cites Premise selection in natural language mathematical texts.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Premise selection in natural language mathematical texts

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.908682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4e1e23c-db95-414c-a114-ae0def66b3db · outbound

This paper cites TheoremQA: A Theorem-driven Question Answering dataset.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs TheoremQA: A Theorem-driven Question Answering dataset

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.518220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6212b372-0b25-4f39-8c9b-6e2c666b068e · outbound

This paper cites Formal Mathematical Reasoning: A New Frontier in AI.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Formal Mathematical Reasoning: A New Frontier in AI

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.497914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60712aff-933c-4c92-99b8-3c469a863224 · outbound

This paper cites arXiv preprint arXiv:2602.09794 , year=.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs arXiv preprint arXiv:2602.09794 , year=

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:56:05.510191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a03e73a8-2d21-478c-9b1c-bd84ec10088b · outbound

This paper cites TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-11T09:56:05.424051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f8a0093d-cc5d-4d79-b6d9-3432eba2fd0a · outbound

This paper cites arXiv preprint arXiv:2602.09821 , year=.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs arXiv preprint arXiv:2602.09821 , year=

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:56:05.369949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f32f418a-b2ad-4dea-a86d-92c9d4b52094 · outbound

This paper cites Llava-fa: Learning fourier approximation for compressing large multimodal models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Llava-fa: Learning fourier approximation for compressing large multimodal models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.458028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c331bcd-e06c-4817-90fa-456745f931fe · outbound

This paper cites arXiv preprint arXiv:2603.13394 , year=.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs arXiv preprint arXiv:2603.13394 , year=

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:56:05.612266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c87ac92b-db8f-400a-8c73-b947ca17e4a8 · outbound

This paper cites Joint Lossless Compression and Steganography for Medical Images via Large Language Models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Joint Lossless Compression and Steganography for Medical Images via Large Language Models

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-07-27T01:19:48.088171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5c8ff405-de46-4b3b-8387-0a0d9c08d8de · outbound

This paper cites MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.401686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 904160ae-c764-45c8-8b1d-7c95a7c5108d · outbound

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

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-11T09:56:05.378732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9203be14-c3b2-4ca3-92de-d58b9bd87124 · outbound

This paper cites The lean theorem prover (system description).

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs The lean theorem prover (system description)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.912067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a40e38c2-2ff1-4609-95d8-7038b52acbdb · outbound

This paper cites The role of the mizar mathe- matical library for interactive proof development in mizar.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs The role of the mizar mathe- matical library for interactive proof development in mizar

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.915870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f76accf-f741-4051-ad7c-d387ce8e63a5 · outbound

This paper cites The coq proof assistant reference manual: Version 6.1.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs The coq proof assistant reference manual: Version 6.1

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.919037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 589e42f5-9f58-4a46-a27a-16c3b8f92656 · outbound

This paper cites Self-Correcting RAG: Enhancing Faithfulness via MMKP Context Selection and NLI-Guided MCTS.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Self-Correcting RAG: Enhancing Faithfulness via MMKP Context Selection and NLI-Guided MCTS

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-11T09:56:05.565807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a055b3b2-df98-465a-a870-eb87049c96db · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:34:05.826717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a874062c-449e-43cf-ac66-cd36dd8d88a1 · outbound

This paper cites How Much Knowledge Can You Pack Into the Parameters of a Language Model?.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs How Much Knowledge Can You Pack Into the Parameters of a Language Model?

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:00:28.239416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f629e266-6709-4204-a625-d38dc054e5f8 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Retrieval- augmented generation for knowledge-intensive nlp tasks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.921751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7fb2a276-5a2a-4c08-997f-a883e39cba2f · outbound

This paper cites Retrieval augmented language model pre-training.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Retrieval augmented language model pre-training

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.889520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d53b24d-cd41-44f7-9f03-4bbc84777324 · outbound

This paper cites Improving language models by retrieving from trillions of tokens.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Improving language models by retrieving from trillions of tokens

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.895689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db1eb285-07c1-43e6-8d03-f211153ad3e8 · outbound

This paper cites Dense passage retrieval for open-domain question answering.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Dense passage retrieval for open-domain question answering

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.892741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 56572f99-cd79-4660-875b-072253c212bf · outbound

This paper cites Billion-scale similarity search with gpus.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Billion-scale similarity search with gpus

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.882746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5fd5498-5d0b-4a63-b95e-6c07fb128377 · outbound

This paper cites Colbert: Efficient and effective passage search via contextualized late interaction over bert.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Colbert: Efficient and effective passage search via contextualized late interaction over bert

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.885879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 341ad101-410d-468b-a380-6008468157d3 · outbound

This paper cites Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-17T12:49:05.460002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f48f37b8-b914-47d0-a0df-9dcf4e180ede · outbound

This paper cites Unifying large language models and knowledge graphs: A roadmap.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Unifying large language models and knowledge graphs: A roadmap

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.872246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 65e4d692-57b1-41f8-8ccc-b70ec26f882d · outbound

This paper cites Fine tuning vs. retrieval augmented generation for less popular knowledge.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Fine tuning vs. retrieval augmented generation for less popular knowledge

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.866415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f43923ad-26c4-4ec3-8941-c07f387d4411 · outbound

This paper cites Active retrieval augmented generation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Active retrieval augmented generation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.869542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e984d89-366c-433b-9695-76d72d8f7c2c · outbound

This paper cites Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.450130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 986773fb-7898-4b04-9670-d0f381009b25 · outbound

This paper cites Knowpo: Knowledge-aware preference optimization for con- trollable knowledge selection in retrieval-augmented language models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Knowpo: Knowledge-aware preference optimization for con- trollable knowledge selection in retrieval-augmented language models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.875704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4ba84b6b-e1d0-47d8-a95c-7d821ebcee1e · outbound

This paper cites REPLUG: Retrieval-Augmented Black-Box Language Models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs REPLUG: Retrieval-Augmented Black-Box Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-17T12:41:54.705825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e13c7be1-ad06-4b3c-bcb4-d0a1e0ecf4b2 · outbound

This paper cites an unresolved cited work.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-17T19:02:04.878589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37b679af-347b-41f3-b42e-6c59998100a5 · outbound

This paper cites Augmented Language Models: a Survey.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Augmented Language Models: a Survey

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-16T02:41:28.390682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ba333ce-6aa8-4fb9-a894-f271e8002600 · outbound

This paper cites Graphllm: Boosting graph reasoning ability of large language model.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Graphllm: Boosting graph reasoning ability of large language model

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.898604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99ce5ba2-f981-49e9-b62d-75fc5929b25b · outbound

This paper cites Towards visual chain-of-thought reasoning: A comprehensive survey.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Towards visual chain-of-thought reasoning: A comprehensive survey

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.857583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ce6b44c-8ee6-477a-96e0-b36a07979153 · outbound

This paper cites Multi-view few-shot reasoning for emerging entities in knowledge graphs.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Multi-view few-shot reasoning for emerging entities in knowledge graphs

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.842864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 002a7633-05e3-4cb9-88a1-df0bcbbad05b · outbound

This paper cites Edugraph: Learning path- based hypergraph neural networks for mooc course recommendation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Edugraph: Learning path- based hypergraph neural networks for mooc course recommendation

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.901972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3e82271a-b408-4f1a-a342-0baadc31d872 · outbound

This paper cites Learning causal chain graph structure via alternate learning and double pruning.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Learning causal chain graph structure via alternate learning and double pruning

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.905651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c6f3d1f-409d-4b00-a722-6bbcef16c711 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:57:25.623351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2f3e962-9d18-435a-9181-9f25cd2b3adb · outbound

This paper cites Gpt understands, too.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Gpt understands, too

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.865348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7326985-fad4-449d-a4b7-2e9b20aae700 · outbound

This paper cites Parameter-efficient fine-tuning in large language models: a survey of methodologies.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Parameter-efficient fine-tuning in large language models: a survey of methodologies

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.830407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 007153b7-7c67-43ba-bcd2-955a370607c5 · outbound

This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:56:05.573047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37d071d4-7844-468f-b000-4f9c81372098 · outbound

This paper cites arXiv preprint arXiv:2601.17089 , year=.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs arXiv preprint arXiv:2601.17089 , year=

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:56:05.537276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9f6d95ac-e498-4f25-94a6-ffbc5fc99681 · outbound

This paper cites LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-12T20:22:11.032040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c9afbe6-4c52-409a-bc3d-65802c2dfab2 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:05:12.673916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a446c81c-b306-4b3f-9e82-29d563975943 · outbound

This paper cites Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-18T07:39:58.458269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 009410c7-e433-46bf-9e87-e0d4806945f9 · outbound

This paper cites Musique: Multihop questions via single-hop question composition.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Musique: Multihop questions via single-hop question composition

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.833577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b340d6d0-2f86-4933-9343-3bc3eda219ee · outbound

This paper cites Natural questions: a benchmark for question answering research.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Natural questions: a benchmark for question answering research

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.836469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 506d33ca-0e09-4efd-af47-c0a351b0d6b2 · outbound

This paper cites SQuAD: 100,000+ Questions for Machine Comprehension of Text.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs SQuAD: 100,000+ Questions for Machine Comprehension of Text

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:13:01.811276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8dd1c92d-9a93-4017-b68b-5c7e35550196 · outbound

This paper cites Knowledge graph-guided retrieval augmented generation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Knowledge graph-guided retrieval augmented generation

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.840006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c1a85af7-b50e-4ec5-9082-1342be988383 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs React: Synergizing reasoning and acting in language models

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.849139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1be1b4fd-46b4-4d66-8ad8-96c7f50de8fa · outbound

This paper cites Com- plement lexical retrieval model with semantic residual embeddings.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Com- plement lexical retrieval model with semantic residual embeddings

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.868068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 58488af8-ed79-4a33-b716-f7d82f842050 · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:59:04.437407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47ea0a0b-0227-4b5c-be87-f1ec1fa137c5 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-05-11T09:56:05.441524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 108d5b83-ef86-400a-b44f-b558464c311f · outbound

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

Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs Lora: Low-rank adaptation of large language models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T19:02:04.863698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation d15514bb-e8c9-4864-ab4e-d9f31efca6b3 · inbound

DASH-KV: Accelerating Long-Context LLM Inference via Asymmetric KV Cache Hashing cites this paper.

DASH-KV: Accelerating Long-Context LLM Inference via Asymmetric KV Cache Hashing Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs

Reference 56

Resolution: metadata mismatch; local_arxiv, observed 2026-05-11T13:06:03.271556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 56aea690-e8f5-43c2-accc-881b3e226ed3 · inbound

CAP-CoT: Cycle Adversarial Prompt for Improving Chain of Thoughts in LLM Reasoning cites this paper.

CAP-CoT: Cycle Adversarial Prompt for Improving Chain of Thoughts in LLM Reasoning Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-05-11T20:41:14.373118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c8c21c9f-f3d7-4ef3-9d5a-394bc28b026f · inbound

Partial exploiters sustain cooperation: the hump-shaped strategy stably coexists with unconditional cooperators cites this paper.

Partial exploiters sustain cooperation: the hump-shaped strategy stably coexists with unconditional cooperators Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-07-04T15:19:55.989099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc19b3c5-23f0-4ef8-9a05-0abd91bf4b74 · inbound

Efficient RAG with Intent-Aware Retrieval and Semantics-Preserving Chunking cites this paper.

Efficient RAG with Intent-Aware Retrieval and Semantics-Preserving Chunking Transforming External Knowledge into Triplets for Enhanced Retrieval in RAG of LLMs

Reference 75

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T20:56:13.763674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.