Table 5 Performance results of models... | Emerald Publishing

Table 5

Performance results of models (Qwen2.5–72B, Qwen2.5-72B-finetuning, Qwen2.5-max and Qwen3-235B)

Tasks	Models
	Qwen2.5–72B base			Qwen2.5-72B-finetuning			Qwen2.5-max base			Qwen3-235B-A22 B base
	P	R	F1	P	R	F1	P	R	F1	P	R	F1
MNR	0.691	0.681	0.686	0.741	0.714	0.728	0.649	0.718	0.682	0.646	0.656	0.651
DIA	0.539	0.724	0.618	0.796	0.603	0.686	0.563	0.776	0.652	0.667	0.759	0.710
ETI	0.429	0.600	0.500	0.391	0.900	0.546	0.348	0.800	0.485	0.350	0.700	0.467
GMI	0.471	0.500	0.485	0.438	0.438	0.438	0.533	0.500	0.516	0.300	0.375	0.333
PROG	0.333	0.294	0.313	0.222	0.235	0.229	0.200	0.294	0.238	0.222	0.353	0.273
TREAT	0.862	0.727	0.789	0.864	0.814	0.838	0.818	0.756	0.786	0.806	0.674	0.734
ENR	0.382	0.462	0.418	0.437	0.453	0.444	0.405	0.493	0.445	0.494	0.520	0.507
FEEL	0.460	0.512	0.485	0.430	0.422	0.426	0.474	0.520	0.496	0.584	0.594	0.589
VIEW	0.300	0.398	0.342	0.444	0.490	0.466	0.336	0.460	0.388	0.389	0.429	0.408
MNCX	0.644	0.648	0.646	0.710	0.672	0.690	0.709	0.711	0.710	0.658	0.726	0.690
BACK	0.593	0.509	0.549	0.729	0.556	0.631	0.702	0.656	0.678	0.632	0.655	0.643
CON	0.431	0.500	0.463	0.500	0.467	0.483	0.419	0.605	0.495	0.467	0.636	0.539
ELA	0.745	0.835	0.787	0.742	0.868	0.800	0.824	0.795	0.810	0.750	0.827	0.787
ENCX (CAUSE)	0.705	0.733	0.718	0.838	0.795	0.816	0.771	0.771	0.771	0.795	0.809	0.802
Overall	0.595	0.624	0.609	0.634	0.624	0.629	0.623	0.671	0.646	0.633	0.669	0.651

Tasks	Models
	Qwen2.5–72B base			Qwen2.5-72B-finetuning			Qwen2.5-max base			Qwen3-235B-A22 B base
	P	R	F1	P	R	F1	P	R	F1	P	R	F1
MNR	0.691	0.681	0.686	0.741	0.714	0.728	0.649	0.718	0.682	0.646	0.656	0.651
DIA	0.539	0.724	0.618	0.796	0.603	0.686	0.563	0.776	0.652	0.667	0.759	0.710
ETI	0.429	0.600	0.500	0.391	0.900	0.546	0.348	0.800	0.485	0.350	0.700	0.467
GMI	0.471	0.500	0.485	0.438	0.438	0.438	0.533	0.500	0.516	0.300	0.375	0.333
PROG	0.333	0.294	0.313	0.222	0.235	0.229	0.200	0.294	0.238	0.222	0.353	0.273
TREAT	0.862	0.727	0.789	0.864	0.814	0.838	0.818	0.756	0.786	0.806	0.674	0.734
ENR	0.382	0.462	0.418	0.437	0.453	0.444	0.405	0.493	0.445	0.494	0.520	0.507
FEEL	0.460	0.512	0.485	0.430	0.422	0.426	0.474	0.520	0.496	0.584	0.594	0.589
VIEW	0.300	0.398	0.342	0.444	0.490	0.466	0.336	0.460	0.388	0.389	0.429	0.408
MNCX	0.644	0.648	0.646	0.710	0.672	0.690	0.709	0.711	0.710	0.658	0.726	0.690
BACK	0.593	0.509	0.549	0.729	0.556	0.631	0.702	0.656	0.678	0.632	0.655	0.643
CON	0.431	0.500	0.463	0.500	0.467	0.483	0.419	0.605	0.495	0.467	0.636	0.539
ELA	0.745	0.835	0.787	0.742	0.868	0.800	0.824	0.795	0.810	0.750	0.827	0.787
ENCX (CAUSE)	0.705	0.733	0.718	0.838	0.795	0.816	0.771	0.771	0.771	0.795	0.809	0.802
Overall	0.595	0.624	0.609	0.634	0.624	0.629	0.623	0.671	0.646	0.633	0.669	0.651

Source(s): Authors’ own work