Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:23:54.065873Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2608.10483.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:23:54.065873Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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
75 of 75 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4c6c592a-3f05-43e4-94a6-4df9435a0170 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Alam, A
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 09003665-0a96-4aec-acd2-e82e7c740b99 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Jhonsi, M
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 292705f0-c00c-49ec-8746-f582d990f1f0 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Kar, P
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a0c10986-c1c9-475a-b207-8818a932f153 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c2ffe2a9-82ee-454c-a6a2-f574d4e38fd4 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Bekenstein, Y
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b635089-63bb-4f25-bca4-32f0432ba997 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bffb0ebf-8443-467e-9d09-1c94564d0a02 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 28fe5ed1-5147-4dda-86a0-1fb1d1ff5d28 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cab50f60-5dbd-4a28-83ba-8d3a77a86bf7 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9c9122d5-386d-4803-976f-fad5909d14a7 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Zhu, X
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 20aa6cd9-1c7c-46f0-9503-78c213e13476 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning W., Noor, N
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9644f52d-2de1-4e31-98f1-7b10dcacdd91 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Zdorovets, M
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1dfa50a7-27aa-4273-91d8-c739452d8424 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 551fe18b-2b4a-44d5-92c3-fa20000fa4a2 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning E., Ganose, A
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 23030ade-3b80-4bad-8a46-584e6d403370 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 892ebc5f-7be3-4a29-883e-cae80addba3a · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Wolverton, C
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bd77c274-13a0-4a2a-bd8e-175863046135 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Karppinen, M
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7aeda2ab-11cb-4db0-bafc-af7190496cc9 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 29255539-ee6f-407f-ba93-af2c6977f6e0 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Octahedral tilting and B-site off-centering in halide per- ovskites are not coupled
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50dd5925-720e-4cf6-b852-9ef5b2a5a360 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Senn, M
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b1d047de-9356-476a-bad4-d1d480f7385a · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Naeimi-Sadigh, A
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 56cdba45-4363-496a-a240-f022ec24306a · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Carvalho, P
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0765ae81-d7f1-4cf7-86d0-5082b46a12dd · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1d427c85-3bf3-484e-914d-55075f046802 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49a2a630-6037-4a2a-bb06-1222906e1924 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 92d81fa7-23ed-4d79-9d7f-49000141fe09 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning H., Mannodi-Kanakkithodi, A
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc0844a3-d7ac-42d5-aea6-7e4b2f347b79 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Krishnan, N
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 23987e7f-3126-4a68-a94b-be1ea2b9fc46 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Reddy, C
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fc308125-3699-4a6f-bb77-37eb41650d21 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1a5ab025-cbad-44ba-8372-1bf4ff29d0b5 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2a5a223f-5eb3-4175-8b67-ff4fd5eaba27 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0eb770d3-e114-4d38-978c-563029bd2de9 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3472aa8-cc42-4402-a1b6-1e10cbdc497a · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning LLMatDesign: Autonomous Materials Discovery with Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d096d742-3b8d-4097-90f4-5cb5ecb50589 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Buehler, M
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a78de421-c9d5-4354-9a20-0afad24de702 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Ryu, S
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1b21b52c-ce6d-485a-96a0-71ebfa3a22bd · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 54035c9b-0f0b-4913-b7b1-3592f5a76269 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Herrera, F
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 07f7255f-5478-432e-aee0-82b842e07e4f · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0ec4b5f4-2961-47c3-b56e-3b581a603b40 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e2a69520-44ca-458f-82da-3d8a7b6a5ab6 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 23ffd0ac-b024-4667-a91d-14b389be0f10 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Etheridge, J
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a47ee26c-af66-4209-88ec-53a17fb42dd1 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning A., Protsenko, N
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cc2de270-397d-45e8-ba25-555e91f5f945 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Woodward, P
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3085ebc7-d854-4819-9863-80b84c61edcf · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7c2503bc-969b-4c66-99ff-75df241ac6be · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Wolverton, C
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8a49ed1-88dd-4b37-8531-5e746687f663 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9d1db7dc-7f14-4205-b061-d42ec43ab331 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 35f6de61-ccea-4257-b62f-86e91e77d783 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Gao, D
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3e459272-cdf8-4d1c-a14c-c618fca1ead3 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Z., Wallace, E., Feng, S., Klein, D
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc5a8d2e-7c6e-410a-8a8b-e437c792a134 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1225d3c8-574c-4586-97b4-af0ab74fdc34 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Morency, L.-P
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1e7238ce-85f0-4c04-be11-29f5470c64ad · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Geng, B
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e5a35431-d40b-41e7-9c4f-eb492ebb981b · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & POEPPELMEIER, K
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 57b90ba5-2db7-47ed-a4e4-a01a63b89957 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning P., Shaikh, M
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 687516e8-59da-4d7b-81b2-f6feb28bd6d5 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Delany, S
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e0ae5795-b0dd-4550-8e45-eda87788b9e5 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning LDBNN: A Local Density-based Nearest Neighbor Classifier
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e34c24ef-9715-47eb-9397-b6879788bcd0 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning & Massart, D
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 73858180-2f90-4c6d-99f8-d67f26bf1c66 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Y.-T., Kauwe, S
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 16c6d195-f7ef-4441-8b2a-2f019d3e3090 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning In this study, oxidation states were assigned using a three-step procedure based primarily on charge neutrality
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cfa87670-1690-4655-a66a-17bac00f5825 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning The final composition -based feature vector consists of four feature blocks: site features, DP -specific features, B-site-derived features, and Magpie features
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 623b5905-d358-47c1-90a8-3eaf72fa6b13 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Therefore, ordering labels were assigned from the available structure files, including CIF and POSCAR files
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d80802d3-c70b-40b1-a883-b621ddea76c9 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Auxiliary terms that are not defined in the main text, including contradiction_count, SG_knn, and SG_fit, are defined within the prompt
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 90455ade-9008-48b2-8802-f7c36a20e518 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bd6dab94-4601-446f-9158-9da7328144e0 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning A larger combined_score means stronger local support
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1630d879-6052-440a-bb0a-250fceafb770 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation efdeab64-5bda-4a82-97d7-25a9638190a7 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Interpret it as follows: - z_abs_mean: smaller is better
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7d84ee5a-2e7c-4cbd-ab0e-56a69ab236ff · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Because rare ordering types are uncommon, the rare ordering probabilities given in the query may be numerically small
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7c90613e-6726-457e-b581-a91e3908957d · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning This default Top-3 is the primary candidate set
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3f536d8c-1f33-40b9-b6b6-760f6d27036f · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Candidates that appear in both the combined-score Top-3 and the KNN Top-3 should be strongly retained in the final Top-3
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f2aa75e8-61f8-4f0e-9e0e-31d47ef82b86 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning Unresolved cited work
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 58fbe246-617f-42bb-997b-a9f0795d1424 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning When the other evidence is comparable, prefer candidates compatible with the dominant ordering
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6ad961d9-d30f-4a22-b4f8-0ed58510039c · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning This setting used the same train/test splits as those used in Section 3.1.1
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 138b2033-4a9c-43a7-bd5f-1d78f13224fa · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning To this end, we compared full DyRIS with DyRIS without ordering information at training-data ratios of 0.5 and 0.8
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1ea5e9d5-6cf1-48da-9b2f-f9158c6fce5a · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning In these cases, the DyRIS-selected Top-1 SG corresponds to the ground-truth SG
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3bb9d4f9-b9bf-4fcc-8c07-3dc13949a772 · outbound
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning First, the hybrid approach applies a DyRIS-aware Top-1 preservation rule
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.