Paper Citation Record · LEDGER

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2506.00531.

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

pith.paper-citation-record.v1
2506.00531 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:07:00.276283Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy8
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c78974b-797a-4175-a9d6-d96510446c83 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:06.569443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8732ecd8-69d9-4829-afe1-0a1ad63c8f2a · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:06.451353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 093a1625-015a-4a1c-96fc-17c70f9ca5ab · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:06.314531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0eb91e30-0bac-4a63-baaa-20f2e1432961 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:06.147264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 323ed891-8bb4-42a9-91dc-e931d31f4edd · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:05.917638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 900a6c17-e3bb-4d5e-a2f1-848002ee27fe · outbound

This paper cites Xiong, X.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Xiong, X

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:05.699421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6f3edb5a-ffc3-48f8-be54-272c937e9e22 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:05.484179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be21eb96-93ea-4bbd-947f-5fd8b91bab2b · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:05.228352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21679791-9e7a-4e7b-b430-e8ce7ce19d2d · outbound

This paper cites Sareen, B.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Sareen, B

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:04.940083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2e5b0b6-1c59-4611-824b-79fe0f50f9d4 · outbound

This paper cites Memarzadeh, F.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Memarzadeh, F

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:04.710894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bc6bf02e-6f9c-4d97-92f3-9d82cd4a6663 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:04.586614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 902e251a-7f62-4d28-b300-63b49fa6a4ec · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:04.483905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0acb3abd-25c0-471c-9e79-69e735cf184a · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:04.378252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a16557f5-24e0-4f2e-be92-b3d1174c00ae · outbound

This paper cites Zhang, J.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Zhang, J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:04.259529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d24506c1-9ad9-4e40-b42b-d75f5ce08704 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:04.138766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9f48f47b-06d0-4887-ab09-6f56240f655d · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:03.995776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0eefada8-fe52-4adf-b004-491ef08df0dc · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:03.876076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 550e9b1b-061e-4a78-8f79-05a62f791db6 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:03.741593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 23dbacc7-bca3-44dd-bd31-b8a54dcffda3 · outbound

This paper cites Liang, Q.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Liang, Q

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:03.568878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 49219079-5de8-4cfe-89e4-0087f5f0bc4f · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:03.421123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca4c4b55-d3df-418f-a3e0-a6561e834b0a · outbound

This paper cites Von Krannichfeldt, Y.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Von Krannichfeldt, Y

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:03.215219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 32584dbb-2eeb-4e59-9f68-0105147e7388 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:03.053161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 805a899f-7742-4fc8-9c22-1a586ce67e16 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:02.807647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 520218ea-9cf7-4384-a641-c6bf41348bd2 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:02.627054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84f8a4a3-d27e-4c3a-a28c-e1afe2945c94 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:02.465756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfad5e78-f8ca-4c8c-814a-9a38e7af1a16 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:02.295817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6eb3423f-d86d-4873-8f7e-67903c7705d3 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:02.176041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 583dd823-b58b-43fb-ba65-39b8ec549446 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:01.959913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc4508fe-cb20-4fc4-b725-e3d10fb39484 · outbound

This paper cites Chronos: Learning the Language of Time Series.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Chronos: Learning the Language of Time Series

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:59.498609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 459e8c54-59a4-46f1-8dc6-83f1610431e0 · outbound

This paper cites Gruver, M.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Gruver, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:01.686361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c3327f6-d495-4015-bc5e-f9c7ae555efe · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:01.493037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7276efcc-bd51-46af-bee0-333331ad1fa1 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:01.314132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4ea6e4a-1b8c-4fdd-9516-146f7ec73849 · outbound

This paper cites Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:59.740927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02874461-0e94-4bac-aa95-2d4a17b46589 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:01.152658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7a502369-ec9a-4881-ab96-9f13de4c344c · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:00.958712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 44cdb7c5-8520-4209-b840-fe25db0ad112 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model LoRA: Low-Rank Adaptation of Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:59.922202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4550578a-b1df-48db-b2cc-7ea3f9099857 · outbound

This paper cites Hochreiter, Long short-term memory, Neural Computation MIT-Press (1997).

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Hochreiter, Long short-term memory, Neural Computation MIT-Press (1997)

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:07:00.809824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d0d7562-0ee8-43bb-9463-409c6e804a68 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:00.657656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61fafea8-3769-473b-9db6-5c88060a1048 · outbound

This paper cites Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017).

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017)

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:07:00.126163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2b7d733-28fa-4479-ad98-a55275efc021 · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:07:00.245815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e95cad2-89f1-408a-b4d8-ffa55fa7e44f · outbound

This paper cites an unresolved cited work.

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:07:00.503518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.