Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T13:11:48.095713Z
Paper Citation Record · LEDGER
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering
As of 14 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2605.24703.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
45 of 45 outbound references displayed
- verified exact8
- verified fuzzy35
- unresolved0
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a0ad9340-ee7d-4fc4-b817-7f98c17cd78a · outbound
This paper cites ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large- Scale Multitask Dataset, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large- Scale Multitask Dataset, 2025
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.597128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 00cf001c-46c4-4862-a3af-fa5d5cad38b7 · outbound
This paper cites Chatts: Aligning time series with llms via synthetic data for enhanced understanding and reasoning.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Chatts: Aligning time series with llms via synthetic data for enhanced understanding and reasoning
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.710518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 71351116-385a-40cf-978c-67ce30e8e8ed · outbound
This paper cites ECG-QA: A Comprehen- sive Question Answering Dataset Combined with Electrocardiogram.Conference on Neural Information Processing Systems, 36:66277–66288, 2023.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering ECG-QA: A Comprehen- sive Question Answering Dataset Combined with Electrocardiogram.Conference on Neural Information Processing Systems, 36:66277–66288, 2023
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.606442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0717984d-7c3b-4f83-ae66-e1ec84585ff3 · outbound
This paper cites SensorQA: A Question Answering Benchmark for Daily-Life Monitoring, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering SensorQA: A Question Answering Benchmark for Daily-Life Monitoring, 2025
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.608255Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 807842a6-1c2c-4799-99b5-1719940df86e · outbound
This paper cites TimeSerie- sExamAgent: Creating Time Series Reasoning Benchmarks at Scale, 2026.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering TimeSerie- sExamAgent: Creating Time Series Reasoning Benchmarks at Scale, 2026
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.602696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6a148433-c3f9-42ad-a5c0-8f77a31ea651 · outbound
This paper cites Towards Time Series Reasoning with LLMs.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Towards Time Series Reasoning with LLMs
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.698832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c2f56070-dba6-406b-9c8e-d8fbea122e77 · outbound
This paper cites SQuAD: 100,000+ Questions for Machine Comprehension of Text.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering SQuAD: 100,000+ Questions for Machine Comprehension of Text
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.600886Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3d5fef1d-d225-4094-8a02-39ef14fd7674 · outbound
This paper cites Natural Questions: A Benchmark for Question Answering Research.Transactions of the Association for Computational Linguistics, 7:453–466, 2019.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Natural Questions: A Benchmark for Question Answering Research.Transactions of the Association for Computational Linguistics, 7:453–466, 2019
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.604557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b96cf92e-ae68-4aa1-8dc2-d4d881e0b97c · outbound
This paper cites TGIF-QA: Toward Spatio- Temporal Reasoning in Visual Question Answering.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering TGIF-QA: Toward Spatio- Temporal Reasoning in Visual Question Answering
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.610018Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8b063946-4595-4472-8558-92012ae37ea7 · outbound
This paper cites AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.613435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7c6b8883-8f99-41b1-bb7d-981222e1ec12 · outbound
This paper cites Video Question Answering: Datasets, Algorithms and Challenges.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Video Question Answering: Datasets, Algorithms and Challenges
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.599128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 120eff2b-9930-4bea-a27a-4e234c15e2dc · outbound
This paper cites Deep Learning for Time Series Anomaly Detection: A Survey.ACM Computing Surveys, 57(1):1–42, 2024.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Deep Learning for Time Series Anomaly Detection: A Survey.ACM Computing Surveys, 57(1):1–42, 2024
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.629611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9f82b974-cce2-4264-8d79-e23aeb0d1975 · outbound
This paper cites Anomaly Detection in Time Series: A Comprehensive Evaluation.Proceedings of the VLDB Endowment, 15(9):1779–1797, 2022.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Anomaly Detection in Time Series: A Comprehensive Evaluation.Proceedings of the VLDB Endowment, 15(9):1779–1797, 2022
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.589692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ef020db6-dee6-4683-bae4-ab9cf6965876 · outbound
This paper cites TS-Reasoner: Aligning Time Series Foundation Models with LLM Reasoning.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering TS-Reasoner: Aligning Time Series Foundation Models with LLM Reasoning
Reference 14
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T02:23:40.720787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 690752b1-30ae-408c-b510-56c051b13bc6 · outbound
This paper cites STL: A Seasonal-Trend Decomposition Procedure Based on Loess.Journal of Official Statistics, 6:3–73, 1990.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering STL: A Seasonal-Trend Decomposition Procedure Based on Loess.Journal of Official Statistics, 6:3–73, 1990
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.587855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4562aeb8-466c-4ebb-b737-06457250adff · outbound
This paper cites Time-Series Anomaly Detection: Overview and New Trends.Proceedings of the VLDB Endowment, 17(12):4229–4232, 2024.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Time-Series Anomaly Detection: Overview and New Trends.Proceedings of the VLDB Endowment, 17(12):4229–4232, 2024
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.593371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 78d45ba8-b21c-4da7-b4a1-72fc5062cd3b · outbound
This paper cites A Survey of Methods for Time Series Change Point Detection.International Conference on Information and Knowledge Systems, 51(2):339–367, 2017.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering A Survey of Methods for Time Series Change Point Detection.International Conference on Information and Knowledge Systems, 51(2):339–367, 2017
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.615222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a1790ebf-b40a-474a-a8ac-0834c3989f04 · outbound
This paper cites Selective Review of Offline Change Point Detection Methods.IEEE Transactions on Signal Processing, 167:107299, 2020.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Selective Review of Offline Change Point Detection Methods.IEEE Transactions on Signal Processing, 167:107299, 2020
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.586042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e06b038e-d0dc-49dc-80b7-ee38ae31f570 · outbound
This paper cites Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement, 2025
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.595239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4d0920f5-3632-47d7-a4d8-98a4f6d21cff · outbound
This paper cites Monash Time Series Forecasting Archive.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Monash Time Series Forecasting Archive
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.704363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 81e7de9d-4145-4390-961b-265f6cdae667 · outbound
This paper cites Toward Reasoning-Centric Time-Series Analysis, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Toward Reasoning-Centric Time-Series Analysis, 2025
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.582487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bed7c868-cc59-42c3-a280-31f9c22d7b07 · outbound
This paper cites Xu, Harish Haresamudram, Catherine W.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Xu, Harish Haresamudram, Catherine W
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.579020Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1c816215-23fe-46f8-9090-b66a7724eebe · outbound
This paper cites Maddix, Abdul Fatir Ansari, Akash Chandrayan, Abhinav Pradhan, Bernie Wang, and Matthew Reimherr.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Maddix, Abdul Fatir Ansari, Akash Chandrayan, Abhinav Pradhan, Bernie Wang, and Matthew Reimherr
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.584243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 79980840-38cf-4d4c-9577-9733c7d54611 · outbound
This paper cites Holistic Evaluation of Language Models.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Holistic Evaluation of Language Models
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.580755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7ed0d358-19c7-4219-8146-caa3cda5e89b · outbound
This paper cites MMTS-BENCH: A Comprehensive Benchmark for Time Series Under- standing and Reasoning.arXiv preprint arXiv:2602.08588, 2026.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering MMTS-BENCH: A Comprehensive Benchmark for Time Series Under- standing and Reasoning.arXiv preprint arXiv:2602.08588, 2026
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.690597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fc6781fe-e191-4d7b-93af-18fc7107ef40 · outbound
This paper cites QuAnTS: Question Answering on Time Series.arXiv preprint arXiv:2511.05124, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering QuAnTS: Question Answering on Time Series.arXiv preprint arXiv:2511.05124, 2025
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.693381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e192a688-fd4f-4108-bebe-f45a597d31b5 · outbound
This paper cites Evaluating Large Language Models on Time Series Feature Understanding: A Comprehen- sive Taxonomy and Benchmark.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Evaluating Large Language Models on Time Series Feature Understanding: A Comprehen- sive Taxonomy and Benchmark
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.591579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ea28cc74-1676-4909-8629-a3a8f7e3edb1 · outbound
This paper cites WizardLM: Empowering Large Pre-Trained Language Models to Follow Complex Instructions, 2025.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering WizardLM: Empowering Large Pre-Trained Language Models to Follow Complex Instructions, 2025
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.611752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9b7dea95-7c2d-493c-8535-fcfe2027ae03 · outbound
This paper cites Best Practices for the Human Evaluation of Automatically Generated Text.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Best Practices for the Human Evaluation of Automatically Generated Text
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.635428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 17d11f36-e677-4bfb-96d4-ae0fc5342f7d · outbound
This paper cites Measuring Massive Multitask Language Understanding.International Conference on Learning Representations, 2021.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Measuring Massive Multitask Language Understanding.International Conference on Learning Representations, 2021
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.637251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 38e969ce-5f9b-407e-8071-8b444cd41759 · outbound
This paper cites TSAQA: Time Series Analysis Question And Answering Benchmark.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering TSAQA: Time Series Analysis Question And Answering Benchmark
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T13:14:40.695790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2bf0f460-a9f1-4103-9af8-10d2066558d4 · outbound
This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.640840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e49c375a-0d3b-4c1b-8c97-9b8b7d492bb1 · outbound
This paper cites G-Eval: NLG Evaluation Using Gpt-4 with Better Human Alignment.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering G-Eval: NLG Evaluation Using Gpt-4 with Better Human Alignment
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.639084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1a3ee8e3-00a0-4ec3-b8b0-768c8765710b · outbound
This paper cites Mtbench: A multimodal time series benchmark for temporal reasoning and question answering.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Mtbench: A multimodal time series benchmark for temporal reasoning and question answering
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.707394Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4ca17c17-f459-49f5-b567-bfa8ca620ec2 · outbound
This paper cites How to Do Human Evaluation: A Brief Introduction to User Studies in NLP.Natural Language Engineering, 29(5):1199–1222, 2023.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering How to Do Human Evaluation: A Brief Introduction to User Studies in NLP.Natural Language Engineering, 29(5):1199–1222, 2023
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.617060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 472f5faa-a2d9-4c43-a46e-7a598d68f7d6 · outbound
This paper cites High Agreement but Low Kappa: I.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering High Agreement but Low Kappa: I
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.626117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 00bea1ff-5ab4-4d17-8f75-45ce5d20bab7 · outbound
This paper cites High Agreement but Low Kappa: II.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering High Agreement but Low Kappa: II
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.627793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1f545b2a-640b-49d7-b6bc-89bc3f268591 · outbound
This paper cites Leveraging Large Language Models for Multiple Choice Question Answering.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Leveraging Large Language Models for Multiple Choice Question Answering
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.618844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 38218e3b-2f72-4fed-a3f5-aa921f9a8503 · outbound
This paper cites Is Your Large Language Model Knowledgeable or a Choices-Only Cheater? InWorkshop on towards Knowledgeable Language Models (KnowLLM), 2024.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Is Your Large Language Model Knowledgeable or a Choices-Only Cheater? InWorkshop on towards Knowledgeable Language Models (KnowLLM), 2024
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.622481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2ce5e5e0-e909-4b00-aab5-b15ebc1e298d · outbound
This paper cites Which of These Best Describes Multiple Choice Evaluation with LLMs? A) Forced B) Flawed C) Fixable D) All of the Above.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Which of These Best Describes Multiple Choice Evaluation with LLMs? A) Forced B) Flawed C) Fixable D) All of the Above
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.620699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ebc8e271-6bfb-4a2b-828f-7f6a8e62626f · outbound
This paper cites Large Language Models Sensitivity to the Order of Op- tions in Multiple-Choice Questions.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Large Language Models Sensitivity to the Order of Op- tions in Multiple-Choice Questions
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.624447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2ba9e0f0-df25-49d2-b676-2a2ded139ba4 · outbound
This paper cites Large Language Models Are Not Robust Multiple Choice Selectors.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Large Language Models Are Not Robust Multiple Choice Selectors
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T13:14:40.681857Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 28b33d7b-898c-4a4d-aea5-426162ec297e · outbound
This paper cites Datasheets for Datasets.Communications of the ACM, 64(12):86–92, 2021.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Datasheets for Datasets.Communications of the ACM, 64(12):86–92, 2021
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.633535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0c5886ba-2870-44d7-913a-7d5e2e6b4957 · outbound
This paper cites Data Cards: Purposeful and Transpar- ent Dataset Documentation for Responsible Ai.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Data Cards: Purposeful and Transpar- ent Dataset Documentation for Responsible Ai
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T03:15:57.631456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 307ff7b8-9087-4d53-916f-0fc4f0d5a29c · outbound
This paper cites Synthetic Data -- what, why and how?.
TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering Synthetic Data -- what, why and how?
Reference 45
- Resolution
- malformed identifier
- arxiv_id, observed 2026-06-30T13:14:40.688030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
No inbound Pith citation observations are available.