MELD
Benchmarks
TaskDatasetSOTA resultTrendResults
MELD
70.44Weighted Avg F1
180
MELD (test)
70.44Weighted F1
152
MELD (test)
70.12Weighted F1
89
MELD standard (test)
67.6WF1
53
MELD
69Weighted Avg F1 Score
36
MELD (test)
0.699Weighted-F1
32
MELD
63.5Accuracy
30
MELD Standard (test)
69.15Weighted F1
19
MELD
0.55BERT Score
18
MELD 1.0 (test)
65.61Weighted F1
17
MELD
67.29F1 Score
16
MELD (official)
71.9Hitrate
15
MELD -> IEMOCAP noise rate 40% (test)
41.46Joy Accuracy
15
MELD (test)
68.5Accuracy
15
MELD
66.71Accuracy
14
MELD
67.12Weighted F1
14
MELD In-Domain v1 (test)
54.06Accuracy
14
MELD
28.14Distinct-1 (Dist-1)
12
MELD
64.34UACC
12
MELD (test)
61.9Macro F1 Score
12
MELD Overall (eval)
99.9TPR @ 1% FPR
10
MELD Qwen-3.6-Plus (eval)
99.9TPR @ 1% FPR
10
MELD-eval Claude-Haiku-4.5
100TPR @ 1% FPR
10
MELD GPT-5.4-Mini (eval)
100TPR @ 1% FPR
10
MELD (eval)
99.99AUROC
10