Pith. sign in

Paper Citation Record · LEDGER

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents

As of 16 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2501.13954.

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

pith.paper-citation-record.v1
2501.13954 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:21:39.126760Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

23 of 23 outbound references displayed

  • verified exact1
  • verified fuzzy10
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0892d214-9d61-440b-808a-d306e4ac7faa · outbound

This paper cites The Llama 3 Herd of Models.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents The Llama 3 Herd of Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.037581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.037581Z digest=sha256:ac2e49c96fb1ca9e84454796377476cbb0e35a4ec9b94fea73d60085b5381c88

Observation 1fdbc1cd-1680-41cb-95f5-9efc0ac8f29d · outbound

This paper cites Mixtral of Experts.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Mixtral of Experts

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.042769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.042769Z digest=sha256:7f0fbd79d0fb8098828304906e17254ce41467b19d468cbafeeb207c2c8e8c5b

Observation 1f4fa5ee-e9c9-4254-9abd-2969946cbd03 · outbound

This paper cites Understanding Telecom Language Through Large Language Models,.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Understanding Telecom Language Through Large Language Models,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.408590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.047437Z digest=sha256:ffb3038dd7a1ed27c6332500342d99f69639c9a7a1f1425375032182554311fc

Observation 7e91db12-91b3-4ec3-8288-c8a9d07fc42f · outbound

This paper cites TeleQnA: A Benchmark Dataset to Assess Large Language Models Telecommunications Knowledge.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents TeleQnA: A Benchmark Dataset to Assess Large Language Models Telecommunications Knowledge

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.051317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.051317Z digest=sha256:3ad1b08a3cf2b5e8def8f06d007f668b87d4c54885460a103f43279ed5bafc30

Observation 40926741-d984-48d2-bbe1-9b095acaf13e · outbound

This paper cites TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.056117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.056117Z digest=sha256:553526a42d2b86f3e40c08fc3702209e9ca8f7b2609bc836234c27b47a14f5c9

Observation 83055e87-2843-4dde-a84b-ef0d50b478b4 · outbound

This paper cites Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.060529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.060529Z digest=sha256:9efea4c3f97f2fe8473655aec301dc5ff3e258f3161448a6b1d92b3f3ca6e034

Observation 6819c30b-55f9-40ee-ba6f-8265990f19fe · outbound

This paper cites Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.064883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.064883Z digest=sha256:c8b45957fa17b50c677ca5f9cb78c47d48f1d00099d2267bafb038da24b77fef

Observation 17e22249-92f0-4986-9c19-67e0e7f1d6de · outbound

This paper cites Large language models for telecom: Forthcoming impact on the indus- try.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Large language models for telecom: Forthcoming impact on the indus- try

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.395463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.068800Z digest=sha256:bc5cc329e90b30d5f4151ab2f0e004e6f3c0551463fcc13ca3c1f4c133aba9f9

Observation 85828277-3d7b-4cfd-b821-c28ab8d3e8b8 · outbound

This paper cites Test Code Generation for Telecom Software Systems using Two-Stage Generative Model.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Test Code Generation for Telecom Software Systems using Two-Stage Generative Model

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-10T18:21:39.211470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.072981Z digest=sha256:e9788b4dc7e45756e8a0a7571e9209ad48a1b875ed032ff2b550e163c201a0af

Observation c1674f31-22ae-4859-9e78-f4e7c96a9f37 · outbound

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

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.381836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.076989Z digest=sha256:59d3baa50d4324dcb48aa2b9b342065154088f5b191c0c804703ec1dc72f2553

Observation e2bc5312-c8e5-41a7-8fd3-acc94318ad73 · outbound

This paper cites RAFT: Adapting Language Model to Domain Specific RAG.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents RAFT: Adapting Language Model to Domain Specific RAG

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.080636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.080636Z digest=sha256:1a2d2c83ba70080db07357627e94aaf8787bec2fb627f81861b0b4f996723fe1

Observation af999c2f-9bd5-4899-ae95-faaeeb1282cf · outbound

This paper cites Corrective Retrieval Augmented Generation.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Corrective Retrieval Augmented Generation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.084244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.084244Z digest=sha256:34a4f6fc6589d42ed2320c15e26a6b3b5af81034aa7bfa1af610948e530199bb

Observation f37af4c6-57a1-4b15-9607-2c3ebe14f2e8 · outbound

This paper cites RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.088461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.088461Z digest=sha256:f836c9a0f53857c61b6c1aaa8f02c691d7eacdf791cefda5b491fb390be22a98

Observation 7c43efe6-49d2-4f36-b4d6-eba30bd97c79 · outbound

This paper cites Specifications by series.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Specifications by series

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.370115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.092074Z digest=sha256:e6d33ebff3e68215f1b3b277a5540337ad4599b79ff60e1da0569523867da763

Observation edc6483a-b640-490d-8dea-e3ec859762b6 · outbound

This paper cites The Probabilistic Relevance Frame- work: BM25 and Beyond,.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents The Probabilistic Relevance Frame- work: BM25 and Beyond,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.358872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.095527Z digest=sha256:907e62d6ec85e7fa285e455fed28eda74bab0e8a1be4751cf8dfdeddfd0019a0

Observation 573b2c47-de39-4f8a-944d-5dfcb4ad7ba5 · outbound

This paper cites A vector space model for automatic indexing,.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents A vector space model for automatic indexing,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.346006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.099534Z digest=sha256:b4a38ef577f87da2f901e5072a7ac81b151ab86b30edf6deb231a4d2764876e7

Observation 876cc249-a474-4b88-9095-3ef31a9fb60e · outbound

This paper cites Recursively split by character,.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Recursively split by character,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.103284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.103284Z digest=sha256:bdf73dced6f26968a48733472c220379fac292170c436eeb668ed420d00b638e

Observation 05351511-52a2-4bcb-8132-32b0445eddf2 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.107136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.107136Z digest=sha256:cfd768223026d70b538a2a09b2e50af8d28cbbf49d254cf354462aadda2c3ec1

Observation a73e1957-ee5d-42bc-93bb-ee44213f732f · outbound

This paper cites V , Elasticsearch.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents V , Elasticsearch

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.328771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.111721Z digest=sha256:e01b4da6539bec32b302c31f2369cd3c179caeeba5686c11cf2a35f147ac2a1e

Observation feae32a1-f768-421b-90b2-3f145d152143 · outbound

This paper cites Reciprocal rank fusion outperforms condorcet and individual rank learning methods,.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Reciprocal rank fusion outperforms condorcet and individual rank learning methods,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.315733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.115537Z digest=sha256:1c5e8391cf5610689440f53635e72563a197c4f36feadf5416cb203746e65758

Observation dfd61ca9-3deb-4f33-b8e2-835d727de7a7 · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T18:21:39.119528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:21:39.119528Z digest=sha256:49f21ddc229bc4bf4474662e9917de5656dfc57571373d77149d9f4bea9b1e77

Observation e0da9637-4a12-44bb-afa5-8ff0e6487999 · outbound

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

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Rouge: A package for automatic evaluation of summaries,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.303075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.123242Z digest=sha256:63c8259e3be09ad4399437cb0d085414aa4b08e56b797f8757c0e24a8702303e

Observation 22b56b17-1178-474c-a488-69358c67a13d · outbound

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

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents BLEU: a method for automatic evaluation of machine translation,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:21:39.290189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:21:39.126760Z digest=sha256:edc793b5bc3edbca0dea7964920149926fe6dddf0580f13b43db75fbe3393f60

Pith citing papers

No inbound Pith citation observations are available.