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ResearchFormerly WizWand

Tool Use on ToolSandBox (test)

69.88Overall Score235B-A22B-Instruct

Evaluation results

Method	Links
235B-A22B-Instruct2026.06		69.88	62.46	62.68	63.85	59.48	62.68	57.63	90.98	73.84	73.44	74.98	70.75	74.85	70.99	74.73	74.79
Traj.-level TRUST2026.06		68.28	68.66	59.7	63.1	56.93	61.58	52.04	90.7	73.01	76.41	74.94	69.16	66.74	68.77	71.26	71.24
AUQ2026.06		64.08	56.46	56.68	57.85	53.48	56.68	51.63	87.98	67.84	67.44	68.98	64.75	68.85	64.99	68.73	68.79
30B-A3B-Instruct2026.06		61.57	62.08	60.07	62.88	54.09	62.34	57.24	58.45	64.68	62.12	62.25	61.72	63.61	64.94	63.54	63.55
Traj.-level CM22026.06		61.21	70.57	58.55	64.22	51.93	56.64	53.7	55.6	60.12	65.04	65.02	65.03	61.8	61.3	64.14	64.51
8B-Thinking2026.06		59.74	64.32	44.79	50.16	44.06	61.55	35.76	94.93	59.05	62.95	65.13	60.74	62.35	61.08	65.23	64
SAGE2026.06		59.72	54.85	51.56	53.95	47.56	59.41	43.68	83.48	59.7	65.72	60.27	58.29	62.97	66.61	62.22	65.52
Turn-level TRUST2026.06		56.35	51.18	46.26	52.83	37.68	55.59	42.27	94.44	57.42	58.53	59.05	58.68	57.66	56.9	58.02	58.77
AUQ2026.06		55.47	48.23	47.92	49.2	44.79	51.59	41.71	84.87	56.12	58.09	60.55	56.98	60.41	59.03	55.51	56.99
4B-Thinking2026.06		52.89	57.68	38.09	43.15	38.18	53.03	28.71	90.82	58.71	54.75	53.21	52.61	53.82	53.64	56.4	60.54
SAGE2026.06		52.54	48.22	46.93	49.14	42.04	54.38	40.99	71.06	50.14	56.03	54.33	51.6	60.46	51.49	55.9	55.45
Turn-level GRPO2026.06		39.37	46.92	21.15	28.67	19.04	23.37	19.05	95.98	43.36	—	40.93	38.86	44.28	37.9	41.82	43.71