Paper Citation Record · LEDGER

Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2503.01875.

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

pith.paper-citation-record.v1
2503.01875 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 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 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:32:16.549427Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T20:24:21.573131Z

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 a0207199-d157-486f-8d91-43da048273aa · inbound

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis cites this paper.

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T10:32:16.549427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a707b501-9537-462a-b70a-28645df5633b · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:32:16.026303Z

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 c9fd2828-a819-4a58-a84f-c9475cbd32bd · inbound

Cross-Domain Conditional Diffusion Models for Time Series Imputation cites this paper.

Cross-Domain Conditional Diffusion Models for Time Series Imputation Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:04.612927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caeb3e68-5a14-4c18-b675-4131a7a4b376 · 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 Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:31:46.012164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebf8bacc-03a1-4bb1-ade2-3d633ee0b3bf · inbound

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback cites this paper.

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:32:01.397922Z

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 9223184f-e8c1-4568-bfc7-5da4e5208046 · inbound

Watermarking Large Language Model-based Time Series Forecasting cites this paper.

Watermarking Large Language Model-based Time Series Forecasting Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.132153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d34ed938-46b8-4b9a-9a41-a7407bbe973f · inbound

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis cites this paper.

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-21T20:24:21.574909Z

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 1c5a846a-e516-4213-91e8-5e898a8073d7 · inbound

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis cites this paper.

TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T11:15:43.825583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d74675f-1d94-4090-8b6c-ba3e5343cc2c · 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 Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:11:09.604890Z

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 0e9cca03-c4cc-4bd7-b16a-bde5ffdd601b · inbound

HEARTS: Benchmarking LLM Reasoning on Health Time Series cites this paper.

HEARTS: Benchmarking LLM Reasoning on Health Time Series Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T21:02:28.143063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c47297-02cc-40c8-90d1-cefc4e1244a7 · inbound

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

TimeSeriesExamAgent: Creating Time Series Reasoning Benchmarks at Scale Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:36:04.289009Z

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 c2c49a47-7fb4-4049-aace-041039c59ec3 · inbound

CAN-QA: A Question-Answering Benchmark for Reasoning over In-Vehicle CAN Traffic cites this paper.

CAN-QA: A Question-Answering Benchmark for Reasoning over In-Vehicle CAN Traffic Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:46:13.197396Z

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 c99018a1-42fe-45a7-9d3a-ff058fdfea00 · inbound

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

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 26

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 55c6cffe-e696-441e-8f33-d8e1e0dc1bbc · inbound

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

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-02T07:51:13.857375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff4d9e6-f2ae-40f6-a06a-614ebcd63bca · inbound

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series cites this paper.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T14:52:42.813309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b665a6cf-375d-462c-b5ac-a24d556037b0 · inbound

Simplicity Paradox: Debunking myths about prompting and datasets for LLM evaluation cites this paper.

Simplicity Paradox: Debunking myths about prompting and datasets for LLM evaluation Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T14:42:44.258314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.