Papers › WiRe57 : A Fine-Grained Benchmark for Open Information Extraction
WiRe57 : A Fine-Grained Benchmark for Open Information Extraction
William Léchelle, Fabrizio Gotti, Philippe Langlais
We build a reference for the task of Open Information Extraction, on five documents. We tentatively resolve a number of issues that arise, including inference and granularity. We seek to better pinpoint the requirements for the task. We produce our annotation guidelines specifying what is correct to extract and what is not. In turn, we use this reference to score existing Open IE systems. We address the non-trivial problem of evaluating the extractions produced by systems against the reference tuples, and share our evaluation script. Among seven compared extractors, we find the MinIE system to perform best.
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Code
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Tasks
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Open Information Extraction | WiRe57 | MinIE Gashteovski et al. (2017) | F1 | 35.8 | #4 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | ClausIE Del Corro and Gemulla (2013) | F1 | 34.2 | #8 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | OpenIE 4 Mausam (2016) | F1 | 26.7 | #12 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | Ollie Mausam et al. (2012) | F1 | 23.9 | #14 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | ReVerb Fader et al. (2011) | F1 | 20 | #15 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | Stanford Angeli et al. (2015) | F1 | 19.8 | #16 of 18 | Archive leaderboard | report |
| Open Information Extraction | WiRe57 | PropS Stanovsky et al. (2016) | F1 | 18.7 | #17 of 18 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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