Time series / Dataset
ETT1 (GIFT-Eval)
GIFT-Eval's ETT1 dataset (electricity transformer temperature, from Informer), 7 variates, used at 15T, H, D and W-THU; series lengths 69,680 (15T) and 17,420 (H) in GIFT-Eval Table 13.
- Also known as
- ett1, ETT1
- Domain
- energy
- Homepage
- github.com
Related datasets
Exposure by model
| Benchmark | Model | Level | Reason |
|---|---|---|---|
| GIFT-Eval | Chronos-2-Synth | Not seen | absent from the complete list of training data |
| GIFT-Eval | Chronos-2 | Not seen | the authors state its test portion was excluded from training |
| GIFT-Eval | Chronos-Bolt | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Chronos (T5) | Not seen | absent from the complete list of training data |
| GIFT-Eval | DADA (General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders) | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Granite-TimeSeries-TTM-R1 | Not seen | absent from the complete list of training data |
| GIFT-Eval | Granite-TimeSeries-TTM-R2.1 | Not seen | absent from the complete list of training data |
| GIFT-Eval | Granite-TimeSeries-TTM-R2 | Not seen | absent from the complete list of training data |
| GIFT-Eval | Granite-TTM-R3 | Not seen | the authors state its test portion was excluded from training |
| GIFT-Eval | Lag-Llama | related dataset ETTh1 was used | |
| GIFT-Eval | Mantis (Mantis-8M) | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Mantis+ (MantisPlus) | Not seen | absent from the complete list of training data |
| GIFT-Eval | MantisV2 | Not seen | absent from the complete list of training data |
| GIFT-Eval | Moirai-1.0-R | Not seen | absent from the complete list of training data |
| GIFT-Eval | Moirai-1.1-R | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Moirai-2.0-R | Training data seen | only the training split was used, not the benchmark's test data; the test portion was explicitly excluded |
| GIFT-Eval | Moirai-MoE-1.0-R | Not seen | the authors state the dataset was excluded from training |
| GIFT-Eval | MOMENT-1 | related dataset ETTh1 was used (via Time Series Pile) | |
| GIFT-Eval | NuTime | Not seen | absent from the complete list of training data |
| GIFT-Eval | Sundial (Timer 3.0) | Not seen | the authors state the dataset was excluded from training |
| GIFT-Eval | Time-MoE | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Time-RCD (TimeRCD) | Not seen | absent from the complete list of training data |
| GIFT-Eval | Timer-S1 | Not seen | the authors state its test portion was excluded from training |
| GIFT-Eval | Timer-XL (timer-base-84m) | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | Timer | Not seen | absent from the complete list of training data |
| GIFT-Eval | TimeRadar | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TimesFM 1.0 | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TimesFM 2.0 | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TimesFM 2.5 | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TimesFM 3.0 | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TiRex 1.1 (gifteval) | Not seen | the authors state its test portion was excluded from training |
| GIFT-Eval | TiRex-2-fevbench (TiRex-2-f) | Not seen | absent from the complete list of training data |
| GIFT-Eval | TiRex-2-gifteval-pretrain (TiRex-2-gp) | Not seen | the authors state the dataset was excluded from training |
| GIFT-Eval | TiRex-2-gifteval-zs (TiRex-2-g) | Not seen | the authors state the dataset was excluded from training |
| GIFT-Eval | TiRex-2 | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TiRex | Not seen | absent from the complete list of training data |
| GIFT-Eval | Toto-Open-Base-1.0 | Not seen | the authors state its test portion was excluded from training |
| GIFT-Eval | Toto-2.0-2.5B-FT | Training data seen | only the training split was used, not the benchmark's test data; the test portion was explicitly excluded |
| GIFT-Eval | Toto 2.0 | Not seen | the authors state the dataset was excluded from training |
| GIFT-Eval | Toto (2024 technical report) | Unknown | training data not disclosed in enough detail |
| GIFT-Eval | TSPulse r1 | Not seen | absent from the complete list of training data |
| GIFT-Eval | TTM-R3 | Training data seen | only the training split was used, not the benchmark's test data; the test portion was explicitly excluded |
| GIFT-Eval | Tiny Time Mixer (TTM) Research-Use R2 | Not seen | absent from the complete list of training data |
| GIFT-Eval | UniTS few-shot anomaly detection checkpoints | via base model UniTS: related dataset ETTh1 was used | |
| GIFT-Eval | UniTS | related dataset ETTh1 was used |
Sources
- GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation (arXiv v2) · paper · retrieved 2026-10-15
- GIFT-Eval dataset_configurations.csv (97 dataset/frequency/term configurations) · code · retrieved 2026-10-15
- Are Transformers Effective for Time Series Forecasting? (DLinear, arXiv v3) · paper · retrieved 2026-10-15