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Paper Citation Record · LEDGER

KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2504.04569.

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

pith.paper-citation-record.v1
2504.04569 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 2026-08-06T15:06:48.908874Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T10:52:14.025636Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4f2d2029-e03b-4a8b-be78-4752378eb295 · inbound

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges cites this paper.

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

Reference 282

Resolution
unresolved
no resolver link, observed 2026-08-06T15:06:48.908874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:06:48.908874Z digest=sha256:6329d4277603511a77dc57032c570275e68ffbc9ce1f954abc524e4cdfc51a44

Observation e38f5252-7721-4ea7-989d-eef75cd4be90 · inbound

AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs cites this paper.

AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T14:37:28.750257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:37:28.750257Z digest=sha256:d993d31a4dd131f85eda2208f5155bdcf866d3ed5d4d8d4cfac5be8190065786

Observation 55fc6c5a-a67e-4a54-bbd0-6b2cd310a77d · inbound

E-ARMOR: Edge case Assessment and Review of Multilingual Optical Character Recognition cites this paper.

E-ARMOR: Edge case Assessment and Review of Multilingual Optical Character Recognition KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-05T10:52:14.031147Z

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.

source=pdf_text observed=2026-08-05T10:52:13.956538Z digest=sha256:56e79900064e4278be9d7b2f1e5581e981dc8f180a23c3bec4c999fd49d86d34

Observation e788a6a7-88ad-4c27-add2-a97b5fd6fea8 · inbound

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality cites this paper.

VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T11:11:20.890509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:11:20.890509Z digest=sha256:e552445f3199d9aa23b99de7480fc92ce76dd70ef8c3807897dcdfc1d2bc2bb5