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Paper Citation Record · LEDGER

RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.15254.

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

pith.paper-citation-record.v1
2412.15254 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:49:15.401352Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-09T22:58:13.456014Z

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 fea86c3a-a851-45e9-b8e9-1bc70d8129f3 · inbound

A Multi-Layered Large Language Model Framework for Disease Prediction cites this paper.

A Multi-Layered Large Language Model Framework for Disease Prediction RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Reference 13

Resolution
metadata mismatch
local_arxiv, observed 2026-08-09T22:58:13.460089Z

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.

source=pdf_text observed=2026-08-09T22:58:13.361869Z digest=sha256:a996af82639e3938da12cea8ca2c26da8787c9ecad95bdd07bf9c39d26c77a31

Observation 0136d469-3dc0-4b32-9af6-961f7fa492a1 · inbound

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning cites this paper.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T00:49:15.401352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T00:49:15.401352Z digest=sha256:3991ba688d86c48b9ec6de890c4037d924176b0e1be1cfa72c94a03a07298331

Observation e700c880-545b-4529-bbcf-9b243d8218a6 · inbound

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records cites this paper.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T18:10:02.613966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:10:02.613966Z digest=sha256:751ccaa33720a8a26f668b177630fe38c1a73cb0eb3b430536647d1409928246