Traces

Every run: the agent's full trajectory, its submissions over the 20-hour budget, and the final score.

Machine-Learned Interatomic Potential

task page →50 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	GPT-5.6	0.9925	$108.64	109.2M	151k	11h 16m	348	8
2	GPT-5.6	0.9918	$109.29	114.5M	152k	15h 47m	404	16
3	GLM-5.3	0.9901	$21.35	50.8M	160k	19h 5m	353	1
4	Qwen3.8-Max	0.9731	$4.10	11.4M	180k	17h 54m	185	3
5	GLM-5.3	0.9615	$15.62	37.8M	156k	19h 29m	294	2
6	Claude Fable 5.1	0.9586	$14.22	21.7M	140k	16h 34m	179	11
7	GPT-5.6	0.9437	$26.20	41.3M	108k	14h 19m	237	3
8	Claude Fable 5.1	0.9369	$12.11	18.4M	119k	17h 11m	175	15
9	Kimi K3	0.9282	$14.81	21.6M	194k	19h 20m	175	3
10	Qwen3.8-Max	0.9220	$5.13	15.3M	180k	19h 14m	209	2
11	GLM-5.3	0.9184	$31.31	62.0M	243k	18h 46m	307	2
12	Kimi K3	0.9177	$11.72	20.5M	161k	18h 47m	165	3
13	DeepSeek V4 Flash Vision Exp	0.9173	$3.12	179.4M	413k	18h 25m	558	6
14	Claude Fable 5.1	0.9113	$11.26	16.5M	124k	17h 50m	150	5
15	Grok 4.6	0.8964	$27.94	18.3M	258k	19h 42m	147	2
16	Kimi K3	0.8916	$6.54	9.0M	95k	18h 28m	126	2
17	Muse Spark 1.2	0.8888	$4.08	20.1M	191k	2h 11m	165	12
18	Claude Fable 5.1	0.8820	$17.05	26.5M	157k	16h 32m	179	7
19	Grok 4.6	0.8799	$71.42	58.5M	227k	19h 56m	307	9
20	Muse Spark 1.2	0.8642	$31.30	153.8M	371k	2h 47m	464	12
21	Gemini 3.7 Flash	0.8422	$11.45	30.2M	159k	8h 5m	208	3
22	Grok 4.6	0.8342	$80.88	55.9M	251k	19h 37m	265	10
23	Claude Fable 5.1	0.8229	$11.99	18.2M	119k	18h 9m	171	13
24	Muse Spark 1.2	0.8223	$3.45	15.9M	178k	49m	127	3
25	GLM-5.3	0.8163	$20.32	55.4M	207k	19h 30m	350	2
26	Qwen3.8-Max	0.8093	$6.94	20.8M	251k	18h 48m	231	2
27	Kimi K3	0.8033	$15.11	21.0M	176k	19h 11m	168	3
28	GLM-5.3	0.7858	$25.28	49.5M	200k	18h 31m	285	2
29	Muse Spark 1.2	0.7533	$3.65	17.8M	164k	1h 53m	126	3
30	Kimi K3	0.7378	$9.88	13.2M	119k	19h 28m	143	2
31	Gemini 3.7 Flash	0.7285	$10.95	29.5M	154k	8h 16m	213	7
32	Grok 4.6	0.7267	$28.23	20.6M	259k	19h 44m	159	3
33	Muse Spark 1.2	0.7264	$3.55	17.0M	170k	2h 17m	144	3
34	DeepSeek V4 Flash Vision Exp	0.6906	$1.80	93.9M	332k	18h 0m	378	6
35	Grok 4.6	0.5686	$61.59	46.3M	291k	18h 29m	250	4
36	Gemini 3.7 Flash	0.5113	$8.21	27.8M	178k	5h 29m	184	2
37	DeepSeek V4 Flash Vision Exp	0.4712	$1.05	54.4M	192k	19h 29m	342	2
38	Gemini 3.7 Flash	0.4203	$5.25	21.8M	116k	4h 45m	178	1
39	DeepSeek V4 Flash Vision Exp	0.2438	$1.59	84.5M	269k	19h 1m	389	5
40	Qwen3.8-Max	0.2071	$6.23	16.9M	295k	18h 26m	218	2
41	Inkling	0.0572	$3.46	3.5M	36k	2h 37m	136	1
42	DeepSeek V4 Flash Vision Exp	0.0562	$2.23	120.5M	374k	18h 41m	436	3
43	Inkling	0.0431	$4.94	5.0M	59k	45m	120	1
44	Inkling	0.0393	$6.84	7.0M	43k	1h 26m	181	1
45	Inkling	0.0179	$5.35	5.4M	56k	1h 32m	126	2
46	Inkling	0.0126	$4.98	5.1M	42k	1h 33m	148	2
47	GPT-5.6	0.0076	$48.99	56.5M	122k	14h 29m	293	5
48	GPT-5.6	0.0010	$36.55	49.8M	109k	7h 20m	272	3
49	Qwen3.8-Max	0.0010	$4.41	12.0M	206k	19h 18m	179	1
50	Gemini 3.7 Flash	0.0010	$6.01	20.4M	174k	4h 35m	154	2