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Paper Citation Record · LEDGER

Evaluating System 1 vs. 2 Reasoning Approaches for Zero-Shot Time Series Forecasting: A Benchmark and Insights

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.01895.

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

pith.paper-citation-record.v1
2503.01895 v2

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 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:49:31.501679Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T09:22:14.263344Z

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 b2be2ca1-97bb-4cfe-a4bd-5ba6d8e94fde · inbound

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs cites this paper.

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Evaluating System 1 vs. 2 Reasoning Approaches for Zero-Shot Time Series Forecasting: A Benchmark and Insights

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-19T09:22:14.267675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-19T09:20:56.057422Z digest=sha256:f2ddc55afe92e360962a3160b8ccf93746940c0790ffccb11c69360cf5680394

Observation ab724e7f-96c5-49b2-b5a8-98f036aed4ca · inbound

A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models cites this paper.

A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models Evaluating System 1 vs. 2 Reasoning Approaches for Zero-Shot Time Series Forecasting: A Benchmark and Insights

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-04T16:49:31.501679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:49:31.501679Z digest=sha256:df18ec1d5a25a2905011e3ef992e1ff74b1ab69b843f9fbf622bac1d23a5ecb6

Observation f6f0d036-7696-4d3c-b210-6d6175db4a8a · inbound

Optimal Self-Consistency for Efficient Reasoning with Large Language Models cites this paper.

Optimal Self-Consistency for Efficient Reasoning with Large Language Models Evaluating System 1 vs. 2 Reasoning Approaches for Zero-Shot Time Series Forecasting: A Benchmark and Insights

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T22:09:28.149960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T22:09:28.149960Z digest=sha256:eaa0c46a41517f0cb2e9d3d5c630d43322ca2dfd567881212126e8c1d244720d