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Papers Benchmarks Datasets Tasks

Slot Filling research benchmarks – Page 2 · SOTA2 Research

Slot Filling

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Logits-to-Logic

87.5Hit@1

8

Jun 2, 2026

MASSIVE-Slot (test)

62.54CFT

8

Feb 26, 2026

89.39We Score

8

Feb 26, 2026

T-REx KILT Leaderboard (test)

84.36Accuracy

7

Feb 26, 2026

83.98F1 Score

7

Feb 26, 2026

95.63F1 Score

7

Feb 26, 2026

Reference Model

21.5Correct Turn

7

Feb 26, 2026

0.004CT

7

Feb 26, 2026

Reference Model

10CT

7

Feb 26, 2026

87.2F1 Score

7

Feb 26, 2026

53.28MRR

6

Feb 26, 2026

SLURP Reference transcriptions (test)

86.3SLU F1 Score

6

Feb 26, 2026

SLURP Whisper Medium transcriptions (test)

66.5SLU F1 Score

6

Feb 26, 2026

SLURP Whisper Small transcriptions (test)

64.6SLU-F1

6

Feb 26, 2026

SLURP Whisper Base transcriptions WER 26.4% (test)

59.1SLU F1 Score

6

Feb 26, 2026

SLURP Whisper Tiny transcriptions (test)

56.4SLU F1 Score

6

Feb 26, 2026

70.44Average Score

6

Feb 26, 2026

MultiATIS++ (test)

86.3Accuracy (de)

5

Feb 26, 2026

KILT T-REX (test)

75.5Retrieval Score

4

Feb 26, 2026

KILT ZSRE (test)

80.5Retrieval

4

Feb 26, 2026

T-REx KILT (test)

27.84KILT Accuracy

4

Feb 26, 2026

ATIS noisy speech input (test)

2-gram LM decoding + Joint training RNN LM rescoring

86.87F1 Score

4

Feb 26, 2026

Additional ATIS corpus (10-fold cross val)

Attention BiRNN

95.78F1 Score

4

Feb 26, 2026

SearChain + INFO-RAG

60.72Accuracy

3

Feb 26, 2026

86.16F1 Score

3

Feb 26, 2026

Page 2 of 3

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