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Paper Citation Record · LEDGER

Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2103.13033.

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

pith.paper-citation-record.v1
2103.13033 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 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:54:32.777168Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-24T09:43:26.388127Z

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 0b285efd-1e42-4f47-863e-af6fb7956f77 · inbound

Large Language Models Are Human-Level Prompt Engineers cites this paper.

Large Language Models Are Human-Level Prompt Engineers Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-24T09:43:26.391062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-24T09:43:26.288866Z digest=sha256:a0a1f982a6482719d8c44f18fda732e1c5b9bde0d495697d1dfff7c7517b343c

Observation 38f2d88e-d0c2-43ba-ab26-07e8f940d9b3 · inbound

FinFlier: Automating Graphical Overlays for Financial Visualizations with Knowledge-Grounding Large Language Model cites this paper.

FinFlier: Automating Graphical Overlays for Financial Visualizations with Knowledge-Grounding Large Language Model Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T21:50:47.339561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:50:47.339561Z digest=sha256:be8b1fc07af29248ea5e221c6f741fd056ea62992179fc779c922edbeb1f7de2

Observation 15e0161a-4337-4285-a769-ceb946e887e8 · inbound

DesignFromX: Empowering Consumer-Driven Design Space Exploration through Feature Composition of Referenced Products cites this paper.

DesignFromX: Empowering Consumer-Driven Design Space Exploration through Feature Composition of Referenced Products Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T20:54:32.777168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:54:32.777168Z digest=sha256:ca36881b5bf72df77d54844c630d9c1513182719c687805dcef8a3b55c3f9de0