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Multimodal Forecasting on Time-MMD

26.9Performance (Agri.)

Chronicle Stage 1 (ZS)

Updated 13d ago

Evaluation Results

Method	Links
Chronicle Stage 1 (ZS) 2026.05		26.9	1.903	24.7	44.4	1.397	1.061	1.222	81.7	1.052	1.04	13.44
Chronicle Stage 2 (ZS) 2026.05		22.2	0.89	10	64.8	1.27	1.49	1.082	51.9	0.386	0.835	11.89
GPT2+Chronos-2 2026.05		21.3	0.894	10.3	50.5	0.494	1.273	1.616	52.3	0.386	0.712	12.22
BERT+Chronos-2 2026.05		21.1	0.894	10.3	50.5	0.493	1.274	1.7	52.7	0.386	0.719	12.78
GPT2+PatchTST 2026.05		19.5	0.884	7.6	44.9	0.465	0.794	1.772	56.2	0.209	0.627	9
BERT+PatchTST 2026.05		19.4	0.902	7.5	45.9	0.452	0.825	2.179	52.6	0.22	0.666	10.22
BERT+TimesFM 2026.05		19	0.881	7.1	40.3	0.491	0.765	1.686	44.1	0.228	0.601	6.11
GPT2+Moirai-2 2026.05		18.9	0.878	7.3	44.8	0.514	0.785	1.394	45.3	0.223	0.588	6.44
GPT2+TimesFM 2026.05		18.7	0.878	7.9	39.6	0.491	0.777	1.575	47.1	0.229	0.595	6.89
BERT+TimesNet 2026.05		18.6	0.913	7.3	43.7	0.438	0.818	1.707	53.5	0.226	0.621	8.56
BERT+Moirai-2 2026.05		18.5	0.873	7.3	45.3	0.507	0.79	1.413	46.4	0.227	0.591	6.89
GPT2+DLinear 2026.05		18.4	0.89	7.3	42.4	0.447	0.79	1.871	52.3	0.225	0.626	6.78
Chronicle Stage 1 (LP) 2026.05		18.4	0.894	7.4	39	0.417	0.697	1.058	41.3	0.247	0.524	5
BERT+DLinear 2026.05		18.1	0.901	6.9	40.9	0.447	0.839	2.067	49.9	0.241	0.648	7.44
GPT2+TimesNet 2026.05		18.1	0.924	7.6	46.4	0.45	0.833	1.78	59.1	0.211	0.64	9.78
Chronicle Stage 2 (LP) 2026.05		18.1	0.875	7	37	0.41	0.69	1.056	39.9	0.245	0.514	2.56