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Papers Benchmarks Datasets Tasks

Knowledge Editing research benchmarks – Page 5 · SOTA2 Research

Knowledge Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MzsRE TR 1.0 (test)

7,079Reliability

7

Feb 26, 2026

MzsRE on RU 1.0 (test)

6,258Reliability

7

Feb 26, 2026

MzsRE PT 1.0 (test)

7,120Reliability

7

Feb 26, 2026

MzsRE FR 1.0 (test)

7,335Reliability

7

Feb 26, 2026

MzsRE ES 1.0 (test)

6,810Reliability

7

Feb 26, 2026

MzsRE on DE 1.0 (test)

8,170Reliability

7

Feb 26, 2026

MzsRE CS 1.0 (test)

75.1Reliability

7

Feb 26, 2026

MQuAKE-CF (test)

99.22Overall Score

6

Jun 15, 2026

MMEVOKE Overall

87CEM

6

Jun 9, 2026

91CEM

6

Jun 9, 2026

83CEM

6

Jun 9, 2026

68.83Efficacy

6

May 13, 2026

CounterFact LLaMA2-7B

100Accuracy (Acc)

6

Mar 24, 2026

CounterFact GPT2-XL

100Accuracy

6

Mar 24, 2026

WikiRecent (test)

98.92RwA

6

Feb 26, 2026

WikiCounterfact (test)

98.41RwA

6

Feb 26, 2026

84.33RwA

6

Feb 26, 2026

CounterFact 15000 (test)

91.22Efficacy

6

Feb 26, 2026

MMEdit Sequential Editing

90.2Reliability

6

Feb 26, 2026

AKEW (MQUAKE) Original questions

99.89Bert Score

6

Feb 26, 2026

AKEW Counterfact (Paraphrased questions)

65.4Bert Score

6

Feb 26, 2026

AKEW Counterfact (Original questions (Ori.))

99.95Bert Score

6

Feb 26, 2026

VLKEB 1,000 sequential edits

98.1Reliability

5

Apr 10, 2026

E-VQA 1,000 sequential edits

96.85Reliability

5

Apr 10, 2026

UnKE CounterFact

81.57UnKE-BLEU

4

Jun 2, 2026

Page 5 of 6

Popular datasets

MzsRE Counterfact zsRE MQUAKE Knowledge Editing

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