Paper Citation Record · LEDGER

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2604.25924.

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

pith.paper-citation-record.v1
2604.25924 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T22:45:31.050195Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

24 of 24 outbound references displayed

verified exact2
verified fuzzy22
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce225b75-9987-4cc1-8ee1-2cf10b2af496 · outbound

This paper cites Virtual assistants for learning: A systematic literature review.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Virtual assistants for learning: A systematic literature review

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.151844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4749590a-663a-4335-ba91-a5f974fec9e0 · outbound

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

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.132691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a6aecae3-3096-4ae1-a9d3-ba33c5f8b286 · outbound

This paper cites A survey on rag meeting llms: Towards retrieval-augmented large language models.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects A survey on rag meeting llms: Towards retrieval-augmented large language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.089342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dbce19ac-d478-47ce-aa89-656a62efef94 · outbound

This paper cites Grape: Knowledge graph enhanced passage reader for open-domain question answering.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Grape: Knowledge graph enhanced passage reader for open-domain question answering

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.114999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5832f19-07a2-41cf-9a73-91f21b161eb4 · outbound

This paper cites Generative ai based virtual assistant for reconciliation research.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Generative ai based virtual assistant for reconciliation research

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.139825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bd8f947c-c032-47e3-8a74-4ac924c6722a · outbound

This paper cites Retrieval-augmented generation for natural language processing: A survey.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Retrieval-augmented generation for natural language processing: A survey

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.144111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50951a98-3726-48d2-99fb-38be5add5b26 · outbound

This paper cites Retrieval-augmented generation for large language models: A survey.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Retrieval-augmented generation for large language models: A survey

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.147862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b48afb6d-91c7-4bbb-bc80-42f86ba30b02 · outbound

This paper cites Enhancing retrieval-augmented large language models with iterative retrieval-generation synergy.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Enhancing retrieval-augmented large language models with iterative retrieval-generation synergy

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.119613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e633169-92c1-4f7e-a4d1-ebccdf38bbcb · outbound

This paper cites Association for Computational Linguistics.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Association for Computational Linguistics

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.200311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9e527956-fcb3-440f-ab21-fa8cc31ee694 · outbound

This paper cites A comprehensive survey on vector database: Storage and retrieval technique, challenge.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects A comprehensive survey on vector database: Storage and retrieval technique, challenge

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:48:23.076057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 516b873f-a716-4216-a84c-e3a00cb8f9df · outbound

This paper cites https://cloud.google.com/vertex-ai/generative-ai/docs/ model-reference/text-embeddings-api.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects https://cloud.google.com/vertex-ai/generative-ai/docs/ model-reference/text-embeddings-api

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.159923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9fb1fad0-545a-407e-8bfa-d0e62f241fbc · outbound

This paper cites Open AI Text Embedding Model.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Open AI Text Embedding Model

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.122993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6de833ef-9d9e-412c-863b-29cb1afe59f2 · outbound

This paper cites https: //docs.mistral.ai/capabilities/embeddings/.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects https: //docs.mistral.ai/capabilities/embeddings/

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.192157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f2f2af5-8e07-436a-8887-0ef4ecded0ac · outbound

This paper cites Bge m3-embedding: Multi-lingual, multi-functionality, multi-granularity text embeddings through self-knowledge distillation.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Bge m3-embedding: Multi-lingual, multi-functionality, multi-granularity text embeddings through self-knowledge distillation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.155879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c68a953-37b9-4e36-90db-3906bb7bc85b · outbound

This paper cites A survey of text representation and embedding techniques in nlp.Institute of Electrical and Electronics Engineers Access, 11:36120–36146.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects A survey of text representation and embedding techniques in nlp.Institute of Electrical and Electronics Engineers Access, 11:36120–36146

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.196822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5433a716-4dd2-48b5-aaea-2dea28fb9ae0 · outbound

This paper cites Retrieve anything to augment large language models.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Retrieve anything to augment large language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.106531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a0d4c76-6fa9-4fee-a668-177a2ec1c8d6 · outbound

This paper cites Prompt engineering.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Prompt engineering

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.168128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef60a9ad-c42d-41ad-9aa2-5cd73015188b · outbound

This paper cites Adaptive-RAG: Learning to adapt retrieval-augmented large language models through question complexity.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Adaptive-RAG: Learning to adapt retrieval-augmented large language models through question complexity

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.204343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6816607-145c-4eb9-a062-39513bfdffc5 · outbound

This paper cites RA- GAs: Automated evaluation of retrieval augmented generation.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects RA- GAs: Automated evaluation of retrieval augmented generation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.128585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc06dba0-98dd-46ad-a7ac-364f89411303 · outbound

This paper cites Metrics — component-wise evaluation.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Metrics — component-wise evaluation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.078697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ddc9a8f5-89c6-44c2-b35f-643654139aba · outbound

This paper cites Benchmarking large language models in retrieval-augmented generation.Proceedings of the AAAI Conference on Artificial Intelligence, 38(16):17754–17762, 03 2024.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Benchmarking large language models in retrieval-augmented generation.Proceedings of the AAAI Conference on Artificial Intelligence, 38(16):17754–17762, 03 2024

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.164189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0cef2088-9512-44df-af79-2d145b9e6402 · outbound

This paper cites Long-context LLMs Struggle with Long In-context Learning.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Long-context LLMs Struggle with Long In-context Learning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:48:23.071537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6df37661-5746-4428-b8a9-10f054957eec · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, Jun 2024.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, Jun 2024

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.102484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 042d2b76-b943-48e3-b464-c8f6149a1950 · outbound

This paper cites Precise zero- shot dense retrieval without relevance labels.

Generative AI-Based Virtual Assistant using Retrieval-Augmented Generation: An evaluation study for bachelor projects Precise zero- shot dense retrieval without relevance labels

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:48:24.110571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.