Proactive Action Prediction on ABCD+ benchmark leaderboard · SOTA2 Research

Proactive Action Prediction on ABCD+

0.7293PRIQwen2.5-14B-ProActor-Q4

Evaluation Results

Method	Links
Qwen2.5-14B-ProActor-Q42026.05		0.7293	0.426	0.484	0.136	0.2347	7.08	54.6
Qwen2.5-14B-ProActor-Q42026.05		0.7293	0.426	0.484	0.136	0.2347	7.08	54.6
Qwen2.5-14B-ProActor-Q42026.05		0.6842	0.431	0.586	0.32	0.2515	10.89	52.1
Qwen2.5-14B-ProActor-Q42026.05		0.6842	0.431	0.586	0.32	0.2515	10.89	52.1
Claude-42026.05		0.6318	0.421	0.749	0.779	0.2136	4.82	31.4
Claude-42026.05		0.6318	0.421	0.749	0.779	0.2136	4.82	31.4
Gemini-2.5-flash2026.05		0.6251	0.417	0.834	1	0.2133	3.99	28.8
Gemini-2.5-flash2026.05		0.6251	0.417	0.834	1	0.2133	3.99	28.8
Qwen2.5-14B-Instruct2026.05		0.6246	0.423	0.449	0.062	0.1842	3.07	27.9
Qwen2.5-14B-Instruct2026.05		0.6246	0.423	0.449	0.062	0.1842	3.07	27.9
Gemini-2.5-flash2026.05		0.6216	0.43	0.813	0.891	0.1782	2.45	25.2
Claude-42026.05		0.6216	0.427	0.831	0.946	0.2119	5.26	29.7
Gemini-2.5-flash2026.05		0.6216	0.43	0.813	0.891	0.1782	2.45	25.2
Claude-42026.05		0.6216	0.427	0.831	0.946	0.2119	5.26	29.7
Claude-42026.05		0.6031	0.403	0.852	1.114	0.2269	6.34	36
Claude-42026.05		0.6031	0.403	0.852	1.114	0.2269	6.34	36
GPT-5.12026.05		0.6003	0.429	0.789	0.839	0.1643	1.65	21.4
GPT-5.12026.05		0.6003	0.429	0.789	0.839	0.1643	1.65	21.4
Qwen2.5-14B-Instruct2026.05		0.5553	0.482	0.486	0.008	0.1141	0.34	13
GPT-5.12026.05		0.5547	0.42	0.733	0.712	0.1874	6.47	28.1
GPT-5.12026.05		0.5547	0.42	0.733	0.712	0.1874	6.47	28.1
Gemini-2.5-flash2026.05		0.5257	0.384	0.737	0.919	0.1715	2.86	24.1
Gemini-2.5-flash2026.05		0.5257	0.384	0.737	0.919	0.1715	2.86	24.1
GPT-5.12026.05		0.5104	0.318	0.706	0.717	0.2023	4.6	41.9
GPT-5.12026.05		0.5104	0.318	0.706	0.717	0.2023	4.6	41.9
GPT-4.1-mini2026.05		0.4405	0.363	0.524	0.363	0.0989	0.8	16.1
Qwen2.5-14B-Instruct2026.05		0.4331	0.316	0.385	0.218	0.1918	4.32	35.9
Qwen2.5-14B-Instruct2026.05		0.4331	0.316	0.385	0.218	0.1918	4.32	35.9
GPT-4.1-mini2026.05		0.4092	0.303	0.537	0.303	0.0625	0.67	28.1
GPT-4.1-mini2026.05		0.3986	0.315	0.55	0.315	0.0587	0.44	21.4
Qwen2.5-14B-Instruct2026.05		0.2996	0.295	0.564	0.914	0.2237	7.73	51.5
Qwen2.5-14B-Instruct2026.05		0.2996	0.295	0.564	0.914	0.2237	7.73	51.5
Qwen2.5-14B-Instruct2026.05		0.17	0.272	0.533	0.96	0.2097	9.12	53.1
Qwen2.5-14B-Instruct2026.05		0.17	0.272	0.533	0.96	0.2097	9.12	53.1