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Context-aware time-series reasoning on CiK (Context-is-Key)

0.1145Average RCRPSTIMECLAW
0.0252880.6274691.229651.831831Jun 3, 2026

Evaluation results

MethodLinks
TIMECLAWAverage Token Usage=35553.21132026.060.114552.45420.13030.08860.07030.12390.1597
Multi-Agent ReflectionAverage Token Usage=63033.00702026.060.129455.57040.13460.10860.11080.14370.1697
TS-AgentAverage Token Usage=47455.58802026.060.142161.2980.14340.09040.1210.15160.1596
TSciAverage Token Usage=47905.10562026.060.144869.90680.1540.10010.11810.16940.1971
ReActAverage Token Usage=25502.95072026.060.151466.22840.16780.14520.13170.16810.2249
Self-ReflectionAverage Token Usage=28942.86622026.060.160864.70130.18690.1240.11310.18510.2756
Direct PromptAverage Token Usage=24861.34512026.060.170360.44070.19380.12440.12390.1880.2793
CoT PromptAverage Token Usage=27120.86622026.060.172666.37240.17710.1230.1520.19320.2392
Chronos-22026.060.234490.84530.22770.18520.22620.24060.3426
Lag-Llama2026.060.262895.19760.24750.12330.19870.24610.3299
ARIMA2026.060.277291.25140.29870.10320.15770.20730.2822
UniTime2026.060.282293.38540.2910.08890.16650.29640.2677
ETS2026.060.328284.5230.36540.17380.19660.24020.329
Time-LLM2026.060.399102.68250.36290.11440.31720.35890.3146
Moirai-Large 2024a2026.060.4545107.81520.38650.09290.39360.37920.269
PatchTST2026.062.3374166.83543.0984.90072.62941.96143.0523
DLinear2026.062.3448184.17553.09884.90042.64611.9713.0394