Cross-file code completion on CrossCodeEval (test) benchmark leaderboard · SOTA2 Research

Cross-file code completion on CrossCodeEval (test)

49.3Python EMCodeStral-22B

Evaluation Results

Method	Links
CodeStral-22B2026.03		49.3	82.7	44.1	71.1	51	85	53.7	83.6	49.5	80.6
Qwen2.5-Coder-32B2026.03		49.2	82.1	56.4	86.6	54.9	87	68	91.6	57.1	86.8
IQuest-Coder-V1-40B2026.03		49	81.7	57.9	86.2	61.9	88.5	63.4	85.5	57.8	85.7
Qwen2.5-Coder-14B2026.03		47.7	81.7	54.7	85.7	52.9	86	66.4	91.1	55.4	86.1
DS-Coder-33B-Base2026.03		44.2	80.4	46.5	82.7	49.2	84	55.2	87.8	48.8	83.7
Qwen2.5-Coder-7B2026.03		42.4	78.6	48.1	82.6	46.8	83.4	59.7	87.9	49.3	83.1
DS-Coder-V2-Lite-Base2026.03		41.8	78.3	46.1	81.2	44.6	81.4	58.7	87.9	47.8	82.2
DeepSeek-Coder-6.7B-Base2026.03		41.1	79.2	39.9	80.1	46.3	82.4	55	86.9	45.6	82.1
CodeQwen1.5-7B2026.03		40.7	77.8	47	81.6	45.8	82.2	59.7	87.6	48.3	82.3
StarCoder2-15B2026.03		28.2	70.5	26.7	71	24.7	76.3	25.2	74.2	26.2	73
DeepSeek-Coder-Base2024.01		16.14	66.51	17.72	63.18	14.03	61.77	16.23	63.42	—	—
DeepSeek-Coder-Base2024.01		16.02	66.65	16.64	61.88	13.23	60.92	14.48	62.38	—	—
StarCoder-Base2024.01		13.06	64.24	15.61	64.78	7.54	42.06	14.2	65.03	—	—
CodeLlama-Base2024.01		13.02	64.3	16.41	64.64	12.34	60.64	13.19	63.04	—	—
StarCoder2-7B2026.03		10.9	63.1	8.3	71	6.7	76.8	7.3	72.1	8.3	70.8
CodeGeex22024.01		10.73	61.76	10.1	59.56	7.72	55.17	4.64	52.3	—	—
DeepSeek-Coder-Base2024.01		9.53	61.65	10.8	61.77	9.59	60.17	5.26	61.32	—	—
CodeGeex22024.01		8.11	59.55	7.34	59.6	6.14	55.5	1.7	51.66	—	—
CodeLlama-Base2024.01		7.32	59.66	9.68	62.64	8.19	58.5	4.07	59.19	—	—
StarCoder-Base2024.01		6.68	59.55	8.65	62.57	5.01	48.83	4.75	59.53	—	—