Paper Citation Record · LEDGER

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2505.20320.

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

pith.paper-citation-record.v1
2505.20320 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:37:23.317624Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

17 of 17 outbound references displayed

verified exact3
verified fuzzy8
unresolved5
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b2ea0d1-d672-463b-911a-3036e2fce94f · outbound

This paper cites Big bird: Transformers for longer sequences,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Big bird: Transformers for longer sequences,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:25.556457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09bf0920-dffe-4ecd-a84c-34887d636847 · outbound

This paper cites Longformer: The Long-Document Transformer.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Longformer: The Long-Document Transformer

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:21.995808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e5c5d7d-2bc9-4da4-bc69-2b74038a4ff8 · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Flashattention: Fast and memory-efficient exact attention with io-awareness,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:25.360339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 457aff8d-8030-468a-be23-8506d401024d · outbound

This paper cites Large Language Models for Healthcare Text Classification: A Systematic Review,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Large Language Models for Healthcare Text Classification: A Systematic Review,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:22.210244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3d6e74-033b-49f5-8305-9ed3a10f541d · outbound

This paper cites Almanac: Retrieval-Augmented Language Models for Clinical Medicine,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Almanac: Retrieval-Augmented Language Models for Clinical Medicine,

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:37:22.298503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30fcd568-2522-4c1b-a3c4-89ba4a88982e · outbound

This paper cites Retrieval Augmented Generation Enabled Generative Pre-Trained Transformer 4 (GPT-4) Performance for Clinical Trial Screening,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Retrieval Augmented Generation Enabled Generative Pre-Trained Transformer 4 (GPT-4) Performance for Clinical Trial Screening,

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T14:37:23.937050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1cfd28ff-491b-43c5-acb2-a7648af1910b · outbound

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

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Retrieval-augmented generation for knowledge-intensive nlp tasks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:25.250772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 29fd5fc0-5c39-498d-a4e1-6d8c0c0989df · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:22.521990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f165762f-70e8-47dd-b9fc-372ce9921bd6 · outbound

This paper cites Is Semantic Chunking Worth the Computational Cost?.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Is Semantic Chunking Worth the Computational Cost?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:22.586011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b3ae7e-7448-4413-a064-4ad92259167a · outbound

This paper cites A comparison of word embeddings for the biomedical natural language processing,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP A comparison of word embeddings for the biomedical natural language processing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:25.120453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc36c156-9286-4953-9cdb-0d880a1c964c · outbound

This paper cites How to leverage large language models for automatic ICD coding,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP How to leverage large language models for automatic ICD coding,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:24.945339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ece49acf-bc1d-4aa0-bb16-8face98bfa07 · outbound

This paper cites Billion-scale similarity search with GPUs,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Billion-scale similarity search with GPUs,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:22.829108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd44613-ee29-4cf2-9d48-a69b24b5c8b3 · outbound

This paper cites Clinical Concept Embeddings Learned from Massive Sources of Multimodal Medical Data,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Clinical Concept Embeddings Learned from Massive Sources of Multimodal Medical Data,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:24.794677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9232e99-4e1a-4900-868d-6ede8c889635 · outbound

This paper cites Early Exit Strategies for Approximate k-NN Search in Dense Retrieval,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Early Exit Strategies for Approximate k-NN Search in Dense Retrieval,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:24.617395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8317f6a3-1d31-498f-91af-f40be7cf3148 · outbound

This paper cites Improving average ranking precision in user searches for biomedical research datasets,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Improving average ranking precision in user searches for biomedical research datasets,

Reference 15

Resolution: verified exact; doi, observed 2026-08-07T14:37:23.776337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e15a7dad-58c0-4f3d-ae16-91a70dd5b27c · outbound

This paper cites Evaluating prompt engineering on GPT-3.5’s per- formance in USMLE-style medical calculations and clinical scenarios generated by GPT-4,.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Evaluating prompt engineering on GPT-3.5’s per- formance in USMLE-style medical calculations and clinical scenarios generated by GPT-4,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:24.471630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bd82dd0e-94da-47de-8329-722083955c83 · outbound

This paper cites Cloud Platforms for Developing Generative AI Solutions: A Scoping Review of Tools and Services.

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP Cloud Platforms for Developing Generative AI Solutions: A Scoping Review of Tools and Services

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:37:23.579326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.