Paper Citation Record · LEDGER

Language Models Still Struggle to Zero-shot Reason about Time Series

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2404.11757.

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

pith.paper-citation-record.v1
2404.11757 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 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 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:01:15.404563Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4c0fc240-1559-4a76-add1-af2c1857dde8 · inbound

FoNE: Precise Single-Token Number Embeddings via Fourier Features cites this paper.

FoNE: Precise Single-Token Number Embeddings via Fourier Features Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:12:28.709068Z

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 d1908bb1-d7ed-42aa-b452-5cdbe66b79cf · inbound

Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision cites this paper.

Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:15.404563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfa2c6c9-712b-4c35-abb5-9012f2628e6a · inbound

TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning cites this paper.

TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:31:45.986654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a4cc56b-1ec5-4cc6-8a9d-a9b0568455fa · inbound

Unified Multimodal Understanding via Byte-Pair Visual Encoding cites this paper.

Unified Multimodal Understanding via Byte-Pair Visual Encoding Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:54.902737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc0611ae-386d-4a0d-8ba4-b2e331bd4c23 · inbound

TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering cites this paper.

TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:11:09.639570Z

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 7ee0ca13-50f2-4678-b24c-a5089fe7130c · inbound

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence cites this paper.

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:00:34.194711Z

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 62b977cd-43b1-4e22-9e5a-afc8119f6cc6 · inbound

Overcoming the Modality Gap in Context-Aided Forecasting cites this paper.

Overcoming the Modality Gap in Context-Aided Forecasting Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:30:00.132617Z

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 41e888f7-454c-441e-8f23-29c2f9cacc30 · inbound

Overcoming the Modality Gap in Context-Aided Forecasting cites this paper.

Overcoming the Modality Gap in Context-Aided Forecasting Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T18:22:23.052251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73099963-f497-417b-826e-07e5785996da · inbound

TimeSeriesExamAgent: Creating Time Series Reasoning Benchmarks at Scale cites this paper.

TimeSeriesExamAgent: Creating Time Series Reasoning Benchmarks at Scale Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:36:04.356182Z

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 166ae9a1-8c18-45cd-94a0-5c943ed507ff · inbound

Chronicle: A Multimodal Foundation Model for Joint Language and Time Series Understanding cites this paper.

Chronicle: A Multimodal Foundation Model for Joint Language and Time Series Understanding Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T07:44:03.197898Z

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 a3b4daea-9217-40c2-a7fc-a19b554b5710 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T05:38:27.357469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f75502-927e-4305-ba18-efcf6c45e5f4 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T07:51:14.067963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6af3073-3b70-4e5c-b747-b81fd41d3830 · inbound

Using LLMs for Explainable, Data-Driven Insight Generation from Time Series cites this paper.

Using LLMs for Explainable, Data-Driven Insight Generation from Time Series Language Models Still Struggle to Zero-shot Reason about Time Series

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T12:15:24.388904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.