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Paper Citation Record · LEDGER

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series

As of 20 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2607.09880.

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

pith.paper-citation-record.v1
2607.09880 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T14:52:42.813309Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T01:06:49.135890Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved46
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ab6e5469-dae4-43ea-9692-400755a36c6d · outbound

This paper cites GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation

Reference 1

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:061ea866e35b144fd1f104609ea5acd0442431d83f55f460eac047813b17e233

Observation 7102a76b-31e0-4860-86b1-7feba76c4ace · outbound

This paper cites The UEA multivariate time series classification archive, 2018.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series The UEA multivariate time series classification archive, 2018

Reference 2

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a38d428675059db8523314c36b71f77b8ede9cbf9475b361c538e2ee0c55e7d4

Observation 3d5568a3-ae19-43a0-b1b1-45145ed220e4 · outbound

This paper cites A review on outlier/anomaly detection in time series data.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series A review on outlier/anomaly detection in time series data

Reference 3

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:834be6ea7c8f68c23bdc5073e24275df8137c037949b939f9cb268bfddbb03f8

Observation 44fc674c-1a2b-45a4-a7e3-247f3aed3c48 · outbound

This paper cites Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset

Reference 4

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:1a35be0d66f5ad67b59cd4cdd7a335fdeebf7b1d8e69c677c898350c3f7a2456

Observation d30b7538-4828-4a7a-b48c-b62cabb40d8c · outbound

This paper cites TimeSeriesExam: A time series understanding exam.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TimeSeriesExam: A time series understanding exam

Reference 5

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a1eed8f511b13822bcdc1da410d46a8dfb810e070286a67e5d906f6d45be3170

Observation 1ac8ca84-ba48-476d-a46a-7adff023cba5 · outbound

This paper cites MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis

Reference 6

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:08cd9e68ab8d65ae14b42a77624937e9f66222951dcc0e709943d40bcd855abe

Observation d1c277aa-43e5-4ed6-969c-34d3266ddb0d · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:ca3693948b90302df6da9f432d02a5398d49a7b0de21b033dc02b22a49edcfea

Observation d523d476-0ce3-4a7f-a07b-a78dc244f591 · outbound

This paper cites MILM: Large Language Models for Multimodal Irregular Time Series with Informative Sampling.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MILM: Large Language Models for Multimodal Irregular Time Series with Informative Sampling

Reference 8

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:c115918e776a34d442d806925f914604db36259d5f585880d948cdf955d3468a

Observation a0491c45-62ba-4961-88fa-e44a3b618431 · outbound

This paper cites TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records

Reference 9

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:26d6e7a87fa55f62341628f337fbfb46acf43b3849770000a90f956fc51b5741

Observation 9e318aa9-8c9d-4fea-8bfd-9dd1a4aa95c3 · outbound

This paper cites The UCR Time Series Archive.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series The UCR Time Series Archive

Reference 10

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:3d3ef480559db34f8f3e4a2f0e5dc9d044ae67852e2826fcf74252d71f61ee5c

Observation c44e243c-2bba-46b7-8550-f3038b76a576 · outbound

This paper cites MedHorizon: Towards Long-context Medical Video Understanding in the Wild.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedHorizon: Towards Long-context Medical Video Understanding in the Wild

Reference 11

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:1b5e938230d13727757a211b791ce5101c9cd312138ce52e31b317d6d6d9f0d6

Observation deb84edb-2544-4844-8adc-bd8d553c91fe · outbound

This paper cites MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records

Reference 12

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a8ae8808dd19955dd5ef77c37e1f8a4a907635c36513025214d45af75a813069

Observation ca61e676-4503-4428-8161-74359f02939b · outbound

This paper cites TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 13

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:6cb45110a4d20d08ad7f1e5674752d93ecef7c9cbc283d201e5b4cd4adcf9201

Observation a332b9a9-d596-4216-b6bc-53afe4b0a81d · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:3e23c1e6a1a8e72487b7f94694eebfef2fee25dd7077226680754f49e879205a

Observation aebee7cc-15e3-4ed5-bace-5eeb04cc9087 · outbound

This paper cites OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM

Reference 15

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:77e9f7d3be304ba2f50f6d20a05bcbf560e9ff297dd24b0f53f865c1f10b984c

Observation 41911872-7566-4946-83fe-ea64d1cf6954 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:2b8d4934dd163fdb81cb7397acd4259a7f00c6a9e37132d263889a41f70ed6de

Observation 024df74b-8d6e-429f-9236-a80dbf1545ac · outbound

This paper cites Empowering Time Series Analysis with Large Language Models: A Survey.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Empowering Time Series Analysis with Large Language Models: A Survey

Reference 17

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a2cdf58e4a60220cde1ae85f2d3da4d63020e2c36e2e6d13820f3b86f537de66

Observation 796f1d0d-309c-4f42-a3f3-fb5cdaabdfcc · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 18

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:d5c7f9fd491cdb739c61f479db75882d98cebafe4d02c321279ec4594dbaf119

Observation 54771903-4f5a-4258-bd47-448144f8e9ff · outbound

This paper cites TSAQA: Time Series Analysis Question And Answering Benchmark.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TSAQA: Time Series Analysis Question And Answering Benchmark

Reference 19

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:70f75f746d244896c7e4433a8d30ff60eccc83d0f9e3f825fe2f7bc1358ff742

Observation 7dc4601a-822b-4645-8daf-6045e22de128 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 20

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:226b7a524930637692dfb3fd53060e31b55457ab002c44ebd6659065c3a44aff

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

This paper cites Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement.

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

Reference 21

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:041624f70b1e49d075bed4ca321aeadfde01711f73cf2fabeeab7f3d3c3cdd5d

Observation a3c1a0e7-4511-442d-a6aa-360bc9ba3439 · outbound

This paper cites Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction

Reference 22

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:84524b089c6b5be1883dfe32fd6cf64c4d0ec01eb56b4af0c1418d49eee2758a

Observation a5500b17-2e0e-4198-8a62-fbaa8bd4103a · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 23

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:817a40c4c96130399d2e8f2f3812738fe0db22d226db73b3bb20d4ee804954f3

Observation 661b632b-ec77-4d77-a6f0-b7edd60d7226 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 24

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:3fd255593e52e206229042416aa053ddf0f185a565acb0c29f5f6a47fcab0357

Observation 97469d0f-0814-496a-8738-f960c5daa6d4 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 25

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:375c9025f4730d39d338b8dccf6cf288b8f02267335da4cc8817fe4f5b65205a

Observation fa7bc77e-c97a-489b-a660-8a8dc4b76dfd · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 26

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verified exact
doi, observed 2026-07-14T15:00:39.774619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 8bd1ff55-0d8a-497b-911b-29287d15a20a · outbound

This paper cites Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos

Reference 27

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:0ef18410eb4897412ed62f4d3bc72ba20f879a4b991be063bd5cb4494aa9ca87

Observation 93a72d21-3715-473a-8db7-88a69cdb0dae · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 28

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:8ee0891882454305a7e9d15a4cd2c55720bf3c9e02bdd2478e2d578991e5b36a

Observation 7633debe-4027-4901-8fa3-ffb98fb89ded · outbound

This paper cites AutoTimes: Autoregressive Time Series Forecasters via Large Language Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Reference 29

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Observation 2befc4e1-7fe5-4a7a-8ba7-22bc161c998d · outbound

This paper cites Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:97de81215fa87ea364ee1065c32f6ba4cf9486928a442befa7d730ff7a015c3c

Observation d777dc5b-5bde-42b4-b87f-f937fe0c4c9e · outbound

This paper cites Omiye, Haiwen Gui, Shawheen J.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Omiye, Haiwen Gui, Shawheen J

Reference 31

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:5877b77c2e616d190cc9a9aedcaf6a933f40be1b4f976f77084368216d7ba7a9

Observation dd963348-d297-476c-ba69-ee27f02649c5 · outbound

This paper cites MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models

Reference 32

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:2ee41cc0c555ee19aaeb41b3fa97ef4752077067340cfb62ea51f4485d26b05c

Observation b48078d6-9404-4d0c-9294-21bd0d3e9169 · outbound

This paper cites Jensen, Zhenli Sheng, and Bin Yang.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Jensen, Zhenli Sheng, and Bin Yang

Reference 33

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:5b86a435063de49b998f76dfb441a986d543a661f37821d4af41137bd17b4a97

Observation b0b8e1e9-2a8e-4f47-b0c5-960b9acd8317 · outbound

This paper cites TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 34

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source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:6779ec8fee6d161dea52b64e75251cd12cc8e92ce90087bed3cb2754e495aa6f

Observation 2429bfd3-1b74-4927-8ab3-98911df88d74 · outbound

This paper cites TAB: Unified Benchmarking of Time Series Anomaly Detection Methods.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 35

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:55dee04b47485e505797a627ca4cbb9ed94e5761ff6ef0c574ac589386a14670

Observation 90f2157c-c01d-4a58-8ed6-5efa73c136c7 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:fc71ac02532d6b53405001965e132314dc8785e527bf113a5177080529e32f89

Observation 5ab0271d-92a0-472e-9578-af8500732c6f · outbound

This paper cites Multi-Time Attention Networks for Irregularly Sampled Time Series.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Multi-Time Attention Networks for Irregularly Sampled Time Series

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a96f2dcbc1f21752a2151eb8aeead45297729cbd303fdc7f821774154161708c

Observation 1d3de13f-083b-4363-b841-52bb6561ac4d · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 38

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:d80bbe232f6e7aa1bd7efe2f37cb08f035a15461169241d99b79197f88470dd0

Observation dfc3ee90-c1fe-4847-8318-a432dd711cdc · outbound

This paper cites Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series

Reference 39

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:47cbdadbb55507e0eb2b8f57c7d88a33248028e58a318017e2b2db3672d815f2

Observation 921c9e46-868e-4956-96dd-75ca8ea6e1e8 · outbound

This paper cites ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset

Reference 40

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:688a8a1eb4b2dcf8f3da74a7da7b6598744e42e1a9d5bc28491adb512b3b7200

Observation f25c16db-65c0-404a-8e03-30d34bef9d7f · outbound

This paper cites ARFBench: Benchmarking Time Series Question Answering Ability for Software Incident Response.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series ARFBench: Benchmarking Time Series Question Answering Ability for Software Incident Response

Reference 41

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:a2c8aa4a3abbd43bacd706933878fedf6bc29486426c4cfe8530241ecb509481

Observation 80ec318d-efd8-4762-867c-b88f0b859986 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 42

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:f87762d68df6978adfaf58b51e0bb3614424ca4033cb16429eb456fbecc59ec3

Observation 4c14777a-fe70-4d46-9c3d-3e17fdd1a64c · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 43

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:b4db1553b868559eb7676b3e48daea67e2f80016925c62f9804531727b39b49e

Observation a852e03c-157a-4b1b-a577-9cccf683c265 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 44

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:09bb0dc0b1048ac4e64daff67e0d4fd0b40843406e3c736f685b132cc241bb06

Observation c41ae098-0c3e-45ad-b38a-83539667874f · outbound

This paper cites TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models

Reference 45

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:7f9de2add04e82e4d8c9939dd85190e77f0e01c3692da6425de3babb019a798d

Observation f94e196d-d2b9-4884-a358-cca4de05d360 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 46

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:e60d8c6e62a58164d65d1fc4d6adacf3439f74d92fe53b0f653c7f8facee0c59

Observation a80e7503-9390-4401-9214-1a2732fd5f68 · outbound

This paper cites Large Language Models for Time Series: A Survey.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Large Language Models for Time Series: A Survey

Reference 47

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:56536cd629aff6f82c146e70c2bc3833b45da095f719029d53a3dbfbe508f545

Observation 9b17951f-6115-4912-bcbf-869d036e1c52 · outbound

This paper cites an unresolved cited work.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work

Reference 48

Resolution
malformed identifier
no resolver link, observed 2026-07-14T14:52:42.813309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:b180cdb2255c269679b4c1ad2fe71ce8b4bda848df194b8649260b3fcf9f1cd2

Pith citing papers

Observation 38f0945a-d1dd-45c3-9d74-86278b29db35 · inbound

A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series cites this paper.

A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T01:06:49.135890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T01:06:49.135890Z digest=sha256:a5bec2ffd896f5a6bd4dc0f9f90081a9edf0941ba391899334a5c0bd9ff0ced4