pietrolesci
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Browse files- results/ablation_table.tex +14 -0
- results/hparams.tsv +0 -0
- results/labelled_ids.parquet +3 -0
- results/main_table.tex +114 -0
- results/metrics.parquet +3 -0
- results/minority_proportions.png +3 -0
- results/small_table.tex +23 -0
- results/subpool_ids.parquet +3 -0
- results/subpool_minority_proportions.png +3 -0
results/ablation_table.tex
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\begin{tabular}{lllllll}
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\toprule
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$\anchorstrategy_{\mathtt{maj}}$ & $\anchorstrategy_{\mathtt{min}}$ & $\numanchors$ & $\numneighbours$ & \textbf{Majority} & \textbf{Minority} & \textbf{Time} \\
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\midrule
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NaN & NaN & \q{100.0}{ housand} & \q{100.0}{ housand} & \float[1]{133.73706080019474} & \float[1]{33.55195029289462} & \float[1]{3.385290997227033} \\
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\myemph{Ent} & \myemph{Ent} & \integer{10} & \integer{50} & \float[1]{134.51048186421394} & \float[1]{71.44710494577885} & \float[1]{12.713388372461} \\
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\myemph{Ent} & \myemph{KM++} & \integer{10} & \integer{50} & \float[1]{134.51048186421394} & \float[1]{71.44710494577885} & \float[1]{12.688079781333606} \\
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\myemph{KM++} & \myemph{KM++} & \integer{100} & \integer{50} & \float[1]{134.53013283014297} & \float[1]{72.21376596391201} & \float[1]{24.825135803222658} \\
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\myemph{KM++} & \myemph{KM++} & \integer{10} & \integer{500} & \float[1]{134.49540776014328} & \float[1]{70.65079025924206} & \float[1]{30.131086428960163} \\
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\myemph{KM++} & \myemph{KM++} & \integer{10} & \integer{50} & \float[1]{134.53658667206764} & \float[1]{73.52097980305552} & \float[1]{4.148966918389003} \\
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\myemph{KM++} & \myemph{KM++} & \integer{10} & \q{5.0}{ housand} & \float[1]{134.45990166068077} & \float[1]{68.29706193879247} & \float[1]{39.04649945894877} \\
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\myemph{KM++} & \myemph{KM++} & \integer{50} & \integer{50} & \float[1]{134.54071651399136} & \float[1]{72.62231518840417} & \float[1]{14.734867099920908} \\
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\bottomrule
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\end{tabular}
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results/hparams.tsv
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results/labelled_ids.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:9eaef02c2095f69f40202a76354fdecd832abe7a7e4885397583813ed56893a3
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size 655817
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results/main_table.tex
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\begin{tabular}{llllllllllll}
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\toprule
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& & & & \multicolumn{4}{r}{\textbf{Overall}} & \multicolumn{4}{r}{\textbf{Budget-Matched}} \\
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& & & & \textbf{Budget} & \textbf{Majority} & \textbf{Minority} & \textbf{Time} & \textbf{Budget} & \textbf{Majority} & \textbf{Minority} & \textbf{Time} \\
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\textbf{Dataset} & \textbf{Model} & \textbf{\AL Strategy} & \textbf{Pool Filtering} & & & & & & & & \\
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\midrule
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\multirow[t]{25}{*}{\agnewsbus} & \multirow[t]{3}{*}{\albertbase} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{5.0}{ housand} & $\float[1]{176.52}_{\pm\float[1]{0.69}}$ & $\float[1]{96.92}_{\pm\float[1]{9.97}}$ & $\float[1]{2.73}_{\pm\float[1]{0.08}}$ & \q{5.0}{ housand} & $\float[1]{176.52}_{\pm\float[1]{0.69}}$ & $\float[1]{96.92}_{\pm\float[1]{9.97}}$ & $\float[1]{2.73}_{\pm\float[1]{0.08}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{176.74}_{\pm\float[1]{1.77}}$ & $\float[1]{98.27}_{\pm\float[1]{5.47}}$ & $\float[1]{22.43}_{\pm\float[1]{0.5}}$ & \q{5.0}{ housand} & $\float[1]{176.74}_{\pm\float[1]{1.77}}$ & $\float[1]{98.27}_{\pm\float[1]{5.47}}$ & $\float[1]{22.43}_{\pm\float[1]{0.5}}$ \\
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& & & \seals & \q{5.0}{ housand} & $\float[1]{176.34}_{\pm\float[1]{1.23}}$ & $\float[1]{98.25}_{\pm\float[1]{4.09}}$ & $\float[1]{66.48}_{\pm\float[1]{1.18}}$ & \q{5.0}{ housand} & $\float[1]{176.34}_{\pm\float[1]{1.23}}$ & $\float[1]{98.25}_{\pm\float[1]{4.09}}$ & $\float[1]{66.48}_{\pm\float[1]{1.18}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{10}{*}{\bertbase} & \multirow[t]{3}{*}{\badge} & \anchoral & \q{5.0}{ housand} & $\float[1]{179.1}_{\pm\float[1]{0.3}}$ & $\float[1]{116.9}_{\pm\float[1]{2.29}}$ & $\float[1]{2.85}_{\pm\float[1]{0.06}}$ & \q{5.0}{ housand} & $\float[1]{179.1}_{\pm\float[1]{0.3}}$ & $\float[1]{116.9}_{\pm\float[1]{2.29}}$ & $\float[1]{2.85}_{\pm\float[1]{0.06}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{179.32}_{\pm\float[1]{0.41}}$ & $\float[1]{118.76}_{\pm\float[1]{2.78}}$ & $\float[1]{23.7}_{\pm\float[1]{0.08}}$ & \q{5.0}{ housand} & $\float[1]{179.32}_{\pm\float[1]{0.41}}$ & $\float[1]{118.76}_{\pm\float[1]{2.78}}$ & $\float[1]{23.7}_{\pm\float[1]{0.08}}$ \\
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& & & \seals & \q{5.0}{ housand} & $\float[1]{179.57}_{\pm\float[1]{0.34}}$ & $\float[1]{121.09}_{\pm\float[1]{2.91}}$ & $\float[1]{74.0}_{\pm\float[1]{1.36}}$ & \q{5.0}{ housand} & $\float[1]{179.57}_{\pm\float[1]{0.34}}$ & $\float[1]{121.09}_{\pm\float[1]{2.91}}$ & $\float[1]{74.0}_{\pm\float[1]{1.36}}$ \\
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\cline{3-12}
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& & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{5.0}{ housand} & $\float[1]{179.18}_{\pm\float[1]{0.12}}$ & $\float[1]{118.2}_{\pm\float[1]{1.26}}$ & $\float[1]{2.66}_{\pm\float[1]{0.1}}$ & \q{5.0}{ housand} & $\float[1]{179.18}_{\pm\float[1]{0.12}}$ & $\float[1]{118.2}_{\pm\float[1]{1.26}}$ & $\float[1]{2.66}_{\pm\float[1]{0.1}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{179.21}_{\pm\float[1]{0.39}}$ & $\float[1]{117.99}_{\pm\float[1]{4.03}}$ & $\float[1]{21.53}_{\pm\float[1]{0.1}}$ & \q{5.0}{ housand} & $\float[1]{179.21}_{\pm\float[1]{0.39}}$ & $\float[1]{117.99}_{\pm\float[1]{4.03}}$ & $\float[1]{21.53}_{\pm\float[1]{0.1}}$ \\
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& & & \seals & \q{5.0}{ housand} & $\float[1]{179.55}_{\pm\float[1]{0.06}}$ & $\float[1]{120.8}_{\pm\float[1]{0.79}}$ & $\float[1]{62.16}_{\pm\float[1]{1.25}}$ & \q{5.0}{ housand} & $\float[1]{179.55}_{\pm\float[1]{0.06}}$ & $\float[1]{120.8}_{\pm\float[1]{0.79}}$ & $\float[1]{62.16}_{\pm\float[1]{1.25}}$ \\
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\cline{3-12}
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& & \multirow[t]{3}{*}{\ftbertkm} & \anchoral & \q{5.0}{ housand} & $\float[1]{178.16}_{\pm\float[1]{0.51}}$ & $\float[1]{110.27}_{\pm\float[1]{5.36}}$ & $\float[1]{2.86}_{\pm\float[1]{0.09}}$ & \q{5.0}{ housand} & $\float[1]{178.16}_{\pm\float[1]{0.51}}$ & $\float[1]{110.27}_{\pm\float[1]{5.36}}$ & $\float[1]{2.86}_{\pm\float[1]{0.09}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{176.59}_{\pm\float[1]{0.29}}$ & $\float[1]{95.87}_{\pm\float[1]{3.38}}$ & $\float[1]{25.06}_{\pm\float[1]{0.23}}$ & \q{5.0}{ housand} & $\float[1]{176.59}_{\pm\float[1]{0.29}}$ & $\float[1]{95.87}_{\pm\float[1]{3.38}}$ & $\float[1]{25.06}_{\pm\float[1]{0.23}}$ \\
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& & & \seals & \q{5.0}{ housand} & $\float[1]{176.52}_{\pm\float[1]{0.64}}$ & $\float[1]{96.22}_{\pm\float[1]{6.87}}$ & $\float[1]{84.36}_{\pm\float[1]{4.63}}$ & \q{5.0}{ housand} & $\float[1]{176.52}_{\pm\float[1]{0.64}}$ & $\float[1]{96.22}_{\pm\float[1]{6.87}}$ & $\float[1]{84.36}_{\pm\float[1]{4.63}}$ \\
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\cline{3-12}
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& & \random & \noop & \q{5.0}{ housand} & $\float[1]{172.44}_{\pm\float[1]{1.16}}$ & $\float[1]{59.35}_{\pm\float[1]{12.86}}$ & $\float[1]{0.03}_{\pm\float[1]{0.0}}$ & \q{5.0}{ housand} & $\float[1]{172.44}_{\pm\float[1]{1.16}}$ & $\float[1]{59.35}_{\pm\float[1]{12.86}}$ & $\float[1]{0.03}_{\pm\float[1]{0.0}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{3}{*}{\berttiny} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{5.0}{ housand} & $\float[1]{172.55}_{\pm\float[1]{1.2}}$ & $\float[1]{54.28}_{\pm\float[1]{14.44}}$ & $\float[1]{1.38}_{\pm\float[1]{0.03}}$ & \q{5.0}{ housand} & $\float[1]{172.55}_{\pm\float[1]{1.2}}$ & $\float[1]{54.28}_{\pm\float[1]{14.44}}$ & $\float[1]{1.38}_{\pm\float[1]{0.03}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{168.31}_{\pm\float[1]{0.73}}$ & $\float[1]{4.02}_{\pm\float[1]{9.61}}$ & $\float[1]{7.53}_{\pm\float[1]{0.12}}$ & \q{5.0}{ housand} & $\float[1]{168.31}_{\pm\float[1]{0.73}}$ & $\float[1]{4.02}_{\pm\float[1]{9.61}}$ & $\float[1]{7.53}_{\pm\float[1]{0.12}}$ \\
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& & & \seals & \q{5.0}{ housand} & $\float[1]{168.11}_{\pm\float[1]{0.27}}$ & $\float[1]{1.56}_{\pm\float[1]{3.79}}$ & $\float[1]{26.32}_{\pm\float[1]{0.61}}$ & \q{5.0}{ housand} & $\float[1]{168.11}_{\pm\float[1]{0.27}}$ & $\float[1]{1.56}_{\pm\float[1]{3.79}}$ & $\float[1]{26.32}_{\pm\float[1]{0.61}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{3}{*}{\debertabase} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{3.5}{ housand} & $\float[1]{125.32}_{\pm\float[1]{0.3}}$ & $\float[1]{75.79}_{\pm\float[1]{2.36}}$ & $\float[1]{2.31}_{\pm\float[1]{0.03}}$ & \q{2.9}{ housand} \cellcolor{gray!30} & $\float[1]{102.42}_{\pm\float[1]{0.53}}$ & $\float[1]{60.75}_{\pm\float[1]{3.58}}$ & $\float[1]{1.9}_{\pm\float[1]{0.1}}$ \\
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& & & \randomsubset & \q{3.1}{ housand} & $\float[1]{110.79}_{\pm\float[1]{0.07}}$ & $\float[1]{65.97}_{\pm\float[1]{1.05}}$ & $\float[1]{21.03}_{\pm\float[1]{0.28}}$ & \q{2.9}{ housand} \cellcolor{gray!30} & $\float[1]{102.65}_{\pm\float[1]{0.26}}$ & $\float[1]{61.52}_{\pm\float[1]{2.72}}$ & $\float[1]{19.42}_{\pm\float[1]{0.18}}$ \\
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& & & \seals & \q{2.9}{ housand} & $\float[1]{102.6}_{\pm\float[1]{0.19}}$ & $\float[1]{60.52}_{\pm\float[1]{1.97}}$ & $\float[1]{40.14}_{\pm\float[1]{0.71}}$ & \q{2.9}{ housand} & $\float[1]{102.6}_{\pm\float[1]{0.19}}$ & $\float[1]{60.52}_{\pm\float[1]{1.97}}$ & $\float[1]{40.14}_{\pm\float[1]{0.71}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{3}{*}{\gpt} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{5.0}{ housand} & $\float[1]{168.0}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{2.62}_{\pm\float[1]{0.02}}$ & \q{4.7}{ housand} \cellcolor{gray!30} & $\float[1]{158.57}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{2.46}_{\pm\float[1]{0.02}}$ \\
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& & & \randomsubset & \q{5.0}{ housand} & $\float[1]{168.0}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{20.04}_{\pm\float[1]{0.1}}$ & \q{4.7}{ housand} \cellcolor{gray!30} & $\float[1]{158.57}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{18.99}_{\pm\float[1]{0.11}}$ \\
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& & & \seals & \q{4.7}{ housand} & $\float[1]{158.57}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{73.41}_{\pm\float[1]{0.65}}$ & \q{4.7}{ housand} & $\float[1]{158.57}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{73.41}_{\pm\float[1]{0.65}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{3}{*}{\tf} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{3.7}{ housand} & $\float[1]{131.58}_{\pm\float[1]{0.18}}$ & $\float[1]{77.94}_{\pm\float[1]{2.04}}$ & $\float[1]{4.04}_{\pm\float[1]{0.03}}$ & \q{3.3}{ housand} \cellcolor{gray!30} & $\float[1]{116.21}_{\pm\float[1]{0.27}}$ & $\float[1]{69.09}_{\pm\float[1]{2.38}}$ & $\float[1]{3.54}_{\pm\float[1]{0.05}}$ \\
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& & & \randomsubset & \q{3.6}{ housand} & $\float[1]{128.25}_{\pm\float[1]{0.13}}$ & $\float[1]{69.47}_{\pm\float[1]{1.27}}$ & $\float[1]{37.54}_{\pm\float[1]{1.55}}$ & \q{3.3}{ housand} \cellcolor{gray!30} & $\float[1]{115.42}_{\pm\float[1]{0.26}}$ & $\float[1]{61.17}_{\pm\float[1]{2.34}}$ & $\float[1]{35.18}_{\pm\float[1]{0.19}}$ \\
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& & & \seals & \q{3.3}{ housand} & $\float[1]{115.2}_{\pm\float[1]{0.25}}$ & $\float[1]{58.88}_{\pm\float[1]{2.98}}$ & $\float[1]{96.32}_{\pm\float[1]{6.51}}$ & \q{3.3}{ housand} & $\float[1]{115.2}_{\pm\float[1]{0.25}}$ & $\float[1]{58.88}_{\pm\float[1]{2.98}}$ & $\float[1]{96.32}_{\pm\float[1]{6.51}}$ \\
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\cline{1-12} \cline{2-12} \cline{3-12}
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\multirow[t]{29}{*}{\amazonagri} & \multirow[t]{3}{*}{\albertbase} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{3.6}{ housand} & $\float[1]{134.18}_{\pm\float[1]{0.72}}$ & $\float[1]{46.65}_{\pm\float[1]{2.93}}$ & $\float[1]{4.87}_{\pm\float[1]{0.09}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{115.88}_{\pm\float[1]{0.86}}$ & $\float[1]{43.46}_{\pm\float[1]{1.41}}$ & $\float[1]{4.13}_{\pm\float[1]{0.09}}$ \\
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& & & \randomsubset & \q{3.4}{ housand} & $\float[1]{129.56}_{\pm\float[1]{0.5}}$ & $\float[1]{27.51}_{\pm\float[1]{16.68}}$ & $\float[1]{31.18}_{\pm\float[1]{0.02}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{116.02}_{\pm\float[1]{0.44}}$ & $\float[1]{25.52}_{\pm\float[1]{13.42}}$ & $\float[1]{27.94}_{\pm\float[1]{0.04}}$ \\
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& & & \seals & \q{3.1}{ housand} & $\float[1]{116.4}_{\pm\float[1]{0.28}}$ & $\float[1]{45.44}_{\pm\float[1]{2.15}}$ & $\float[1]{93.09}_{\pm\float[1]{1.15}}$ & \q{3.1}{ housand} & $\float[1]{116.4}_{\pm\float[1]{0.28}}$ & $\float[1]{45.44}_{\pm\float[1]{2.15}}$ & $\float[1]{93.09}_{\pm\float[1]{1.15}}$ \\
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\cline{2-12} \cline{3-12}
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& \multirow[t]{13}{*}{\bertbase} & \multirow[t]{4}{*}{\badge} & \anchoral & \q{3.7}{ housand} & $\float[1]{142.38}_{\pm\float[1]{0.06}}$ & $\float[1]{76.33}_{\pm\float[1]{3.25}}$ & $\float[1]{4.52}_{\pm\float[1]{0.09}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.77}_{\pm\float[1]{0.06}}$ & $\float[1]{63.54}_{\pm\float[1]{2.79}}$ & $\float[1]{3.76}_{\pm\float[1]{0.09}}$ \\
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& & & \noop & \integer{425} & $\float[1]{12.67}_{\pm\float[1]{0.03}}$ & $\float[1]{2.59}_{\pm\float[1]{1.03}}$ & - & \integer{425} & $\float[1]{12.67}_{\pm\float[1]{0.03}}$ & $\float[1]{2.59}_{\pm\float[1]{1.03}}$ & - \\
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& & & \randomsubset & \q{3.6}{ housand} & $\float[1]{138.17}_{\pm\float[1]{0.05}}$ & $\float[1]{60.83}_{\pm\float[1]{1.97}}$ & $\float[1]{30.53}_{\pm\float[1]{0.42}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.52}_{\pm\float[1]{0.08}}$ & $\float[1]{50.61}_{\pm\float[1]{3.25}}$ & $\float[1]{26.27}_{\pm\float[1]{0.42}}$ \\
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& & & \seals & \q{3.2}{ housand} & $\float[1]{121.75}_{\pm\float[1]{0.01}}$ & $\float[1]{64.42}_{\pm\float[1]{0.47}}$ & $\float[1]{91.52}_{\pm\float[1]{3.42}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.78}_{\pm\float[1]{0.02}}$ & $\float[1]{63.08}_{\pm\float[1]{0.53}}$ & $\float[1]{89.16}_{\pm\float[1]{3.8}}$ \\
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\cline{3-12}
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& & \multirow[t]{4}{*}{\entropy} & \anchoral & \q{3.7}{ housand} & $\float[1]{142.42}_{\pm\float[1]{0.04}}$ & $\float[1]{78.05}_{\pm\float[1]{1.0}}$ & $\float[1]{4.4}_{\pm\float[1]{0.05}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.79}_{\pm\float[1]{0.05}}$ & $\float[1]{64.87}_{\pm\float[1]{0.89}}$ & $\float[1]{3.64}_{\pm\float[1]{0.06}}$ \\
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51 |
+
& & & \noop & \integer{475} & $\float[1]{14.62}_{\pm\float[1]{0.0}}$ & $\float[1]{2.9}_{\pm\float[1]{0.0}}$ & - & \integer{475} & $\float[1]{14.62}_{\pm\float[1]{0.0}}$ & $\float[1]{2.9}_{\pm\float[1]{0.0}}$ & - \\
|
52 |
+
& & & \randomsubset & \q{3.6}{ housand} & $\float[1]{138.26}_{\pm\float[1]{0.06}}$ & $\float[1]{64.96}_{\pm\float[1]{3.18}}$ & $\float[1]{28.96}_{\pm\float[1]{0.19}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.59}_{\pm\float[1]{0.05}}$ & $\float[1]{54.26}_{\pm\float[1]{1.95}}$ & $\float[1]{25.1}_{\pm\float[1]{0.13}}$ \\
|
53 |
+
& & & \seals & \q{3.2}{ housand} & $\float[1]{123.72}_{\pm\float[1]{0.02}}$ & $\float[1]{65.59}_{\pm\float[1]{0.78}}$ & $\float[1]{85.37}_{\pm\float[1]{1.28}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.79}_{\pm\float[1]{0.03}}$ & $\float[1]{63.67}_{\pm\float[1]{1.44}}$ & $\float[1]{81.32}_{\pm\float[1]{2.36}}$ \\
|
54 |
+
\cline{3-12}
|
55 |
+
& & \multirow[t]{4}{*}{\ftbertkm} & \anchoral & \q{3.8}{ housand} & $\float[1]{143.28}_{\pm\float[1]{0.02}}$ & $\float[1]{73.75}_{\pm\float[1]{1.52}}$ & $\float[1]{4.48}_{\pm\float[1]{0.06}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.69}_{\pm\float[1]{0.03}}$ & $\float[1]{59.82}_{\pm\float[1]{1.7}}$ & $\float[1]{3.69}_{\pm\float[1]{0.09}}$ \\
|
56 |
+
& & & \noop & \integer{425} & $\float[1]{12.66}_{\pm\float[1]{0.0}}$ & $\float[1]{1.98}_{\pm\float[1]{0.0}}$ & - & \integer{425} & $\float[1]{12.66}_{\pm\float[1]{0.0}}$ & $\float[1]{1.98}_{\pm\float[1]{0.0}}$ & - \\
|
57 |
+
& & & \randomsubset & \q{3.6}{ housand} & $\float[1]{137.96}_{\pm\float[1]{0.14}}$ & $\float[1]{52.02}_{\pm\float[1]{7.97}}$ & $\float[1]{31.6}_{\pm\float[1]{0.27}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{119.39}_{\pm\float[1]{0.14}}$ & $\float[1]{45.82}_{\pm\float[1]{6.16}}$ & $\float[1]{27.5}_{\pm\float[1]{0.37}}$ \\
|
58 |
+
& & & \seals & \q{3.1}{ housand} & $\float[1]{119.62}_{\pm\float[1]{0.1}}$ & $\float[1]{56.49}_{\pm\float[1]{5.56}}$ & $\float[1]{101.61}_{\pm\float[1]{0.89}}$ & \q{3.1}{ housand} & $\float[1]{119.62}_{\pm\float[1]{0.1}}$ & $\float[1]{56.49}_{\pm\float[1]{5.56}}$ & $\float[1]{101.61}_{\pm\float[1]{0.89}}$ \\
|
59 |
+
\cline{3-12}
|
60 |
+
& & \random & \noop & \q{3.7}{ housand} & $\float[1]{140.23}_{\pm\float[1]{0.06}}$ & $\float[1]{20.78}_{\pm\float[1]{2.63}}$ & $\float[1]{0.26}_{\pm\float[1]{0.01}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{118.8}_{\pm\float[1]{0.05}}$ & $\float[1]{16.96}_{\pm\float[1]{2.41}}$ & $\float[1]{0.22}_{\pm\float[1]{0.01}}$ \\
|
61 |
+
\cline{2-12} \cline{3-12}
|
62 |
+
& \multirow[t]{4}{*}{\berttiny} & \multirow[t]{4}{*}{\entropy} & \anchoral & \q{5.0}{ housand} & $\float[1]{191.7}_{\pm\float[1]{0.4}}$ & $\float[1]{63.68}_{\pm\float[1]{21.29}}$ & $\float[1]{2.51}_{\pm\float[1]{0.15}}$ & \q{3.6}{ housand} \cellcolor{gray!30} & $\float[1]{136.68}_{\pm\float[1]{0.36}}$ & $\float[1]{33.0}_{\pm\float[1]{19.86}}$ & $\float[1]{1.58}_{\pm\float[1]{0.13}}$ \\
|
63 |
+
& & & \noop & \integer{350} & $\float[1]{9.72}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & - & \integer{350} & $\float[1]{9.72}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & - \\
|
64 |
+
& & & \randomsubset & \q{4.7}{ housand} & $\float[1]{177.6}_{\pm\float[1]{0.1}}$ & $\float[1]{40.53}_{\pm\float[1]{5.58}}$ & $\float[1]{14.16}_{\pm\float[1]{0.05}}$ & \q{3.6}{ housand} \cellcolor{gray!30} & $\float[1]{136.55}_{\pm\float[1]{0.09}}$ & $\float[1]{27.51}_{\pm\float[1]{3.77}}$ & $\float[1]{10.9}_{\pm\float[1]{0.05}}$ \\
|
65 |
+
& & & \seals & \q{3.6}{ housand} & $\float[1]{136.91}_{\pm\float[1]{0.14}}$ & $\float[1]{48.11}_{\pm\float[1]{8.91}}$ & $\float[1]{39.63}_{\pm\float[1]{1.42}}$ & \q{3.6}{ housand} & $\float[1]{136.91}_{\pm\float[1]{0.14}}$ & $\float[1]{48.11}_{\pm\float[1]{8.91}}$ & $\float[1]{39.63}_{\pm\float[1]{1.42}}$ \\
|
66 |
+
\cline{2-12} \cline{3-12}
|
67 |
+
& \multirow[t]{3}{*}{\debertabase} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{1.1}{ housand} & $\float[1]{41.13}_{\pm\float[1]{0.03}}$ & $\float[1]{18.11}_{\pm\float[1]{1.14}}$ & $\float[1]{1.9}_{\pm\float[1]{0.07}}$ & \q{1.1}{ housand} & $\float[1]{40.15}_{\pm\float[1]{0.03}}$ & $\float[1]{17.58}_{\pm\float[1]{1.17}}$ & $\float[1]{1.85}_{\pm\float[1]{0.07}}$ \\
|
68 |
+
& & & \randomsubset & \q{1.1}{ housand} & $\float[1]{40.92}_{\pm\float[1]{0.17}}$ & $\float[1]{5.65}_{\pm\float[1]{12.02}}$ & $\float[1]{13.99}_{\pm\float[1]{0.05}}$ & \q{1.1}{ housand} & $\float[1]{39.95}_{\pm\float[1]{0.17}}$ & $\float[1]{5.42}_{\pm\float[1]{11.61}}$ & $\float[1]{13.67}_{\pm\float[1]{0.05}}$ \\
|
69 |
+
& & & \seals & \q{1.1}{ housand} & $\float[1]{40.16}_{\pm\float[1]{0.02}}$ & $\float[1]{18.0}_{\pm\float[1]{1.49}}$ & $\float[1]{25.69}_{\pm\float[1]{1.35}}$ & \q{1.1}{ housand} & $\float[1]{40.16}_{\pm\float[1]{0.02}}$ & $\float[1]{18.0}_{\pm\float[1]{1.49}}$ & $\float[1]{25.69}_{\pm\float[1]{1.35}}$ \\
|
70 |
+
\cline{2-12} \cline{3-12}
|
71 |
+
& \multirow[t]{3}{*}{\gpt} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{3.6}{ housand} & $\float[1]{136.12}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{3.66}_{\pm\float[1]{0.02}}$ & \q{3.2}{ housand} \cellcolor{gray!30} & $\float[1]{119.59}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{3.67}_{\pm\float[1]{1.0}}$ \\
|
72 |
+
& & & \randomsubset & \q{3.5}{ housand} & $\float[1]{131.26}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{33.24}_{\pm\float[1]{0.05}}$ & \q{3.2}{ housand} \cellcolor{gray!30} & $\float[1]{119.59}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{30.33}_{\pm\float[1]{0.2}}$ \\
|
73 |
+
& & & \seals & \q{3.2}{ housand} & $\float[1]{119.59}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{82.14}_{\pm\float[1]{0.44}}$ & \q{3.2}{ housand} & $\float[1]{119.59}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{82.14}_{\pm\float[1]{0.44}}$ \\
|
74 |
+
\cline{2-12} \cline{3-12}
|
75 |
+
& \multirow[t]{3}{*}{\tf} & \multirow[t]{3}{*}{\entropy} & \anchoral & \q{2.3}{ housand} & $\float[1]{85.99}_{\pm\float[1]{0.05}}$ & $\float[1]{24.08}_{\pm\float[1]{2.55}}$ & $\float[1]{4.32}_{\pm\float[1]{0.13}}$ & \q{2.2}{ housand} \cellcolor{gray!30} & $\float[1]{82.08}_{\pm\float[1]{0.1}}$ & $\float[1]{23.2}_{\pm\float[1]{5.86}}$ & $\float[1]{4.18}_{\pm\float[1]{0.19}}$ \\
|
76 |
+
& & & \randomsubset & \q{2.4}{ housand} & $\float[1]{89.45}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{43.9}_{\pm\float[1]{0.2}}$ & \q{2.2}{ housand} \cellcolor{gray!30} & $\float[1]{81.67}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.2}}$ & $\float[1]{40.15}_{\pm\float[1]{0.18}}$ \\
|
77 |
+
& & & \seals & \q{2.2}{ housand} & $\float[1]{81.67}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{106.48}_{\pm\float[1]{1.9}}$ & \q{2.2}{ housand} & $\float[1]{81.67}_{\pm\float[1]{0.0}}$ & $\float[1]{0.0}_{\pm\float[1]{0.0}}$ & $\float[1]{106.48}_{\pm\float[1]{1.9}}$ \\
|
78 |
+
\cline{1-12} \cline{2-12} \cline{3-12}
|
79 |
+
\multirow[t]{13}{*}{\amazonmulti} & \multirow[t]{13}{*}{\bertbase} & \multirow[t]{4}{*}{\badge} & \anchoral & \q{3.6}{ housand} & $\float[1]{110.51}_{\pm\float[1]{1.08}}$ & $\float[1]{82.25}_{\pm\float[1]{14.23}}$ & $\float[1]{8.56}_{\pm\float[1]{0.17}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{93.76}_{\pm\float[1]{1.87}}$ & $\float[1]{68.11}_{\pm\float[1]{13.47}}$ & $\float[1]{7.19}_{\pm\float[1]{0.23}}$ \\
|
80 |
+
& & & \noop & \integer{425} & $\float[1]{9.56}_{\pm\float[1]{0.18}}$ & $\float[1]{4.98}_{\pm\float[1]{2.97}}$ & - & \integer{425} & $\float[1]{9.56}_{\pm\float[1]{0.18}}$ & $\float[1]{4.98}_{\pm\float[1]{2.97}}$ & - \\
|
81 |
+
& & & \randomsubset & \q{3.5}{ housand} & $\float[1]{105.97}_{\pm\float[1]{1.23}}$ & $\float[1]{76.59}_{\pm\float[1]{14.63}}$ & $\float[1]{30.72}_{\pm\float[1]{0.26}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{93.04}_{\pm\float[1]{0.99}}$ & $\float[1]{65.46}_{\pm\float[1]{16.05}}$ & $\float[1]{26.93}_{\pm\float[1]{0.13}}$ \\
|
82 |
+
& & & \seals & \q{3.1}{ housand} & $\float[1]{93.22}_{\pm\float[1]{0.76}}$ & $\float[1]{66.58}_{\pm\float[1]{14.26}}$ & $\float[1]{97.39}_{\pm\float[1]{2.28}}$ & \q{3.1}{ housand} & $\float[1]{93.22}_{\pm\float[1]{0.76}}$ & $\float[1]{66.58}_{\pm\float[1]{14.26}}$ & $\float[1]{97.39}_{\pm\float[1]{2.28}}$ \\
|
83 |
+
\cline{3-12}
|
84 |
+
& & \multirow[t]{4}{*}{\entropy} & \anchoral & \q{3.6}{ housand} & $\float[1]{109.24}_{\pm\float[1]{1.69}}$ & $\float[1]{77.85}_{\pm\float[1]{9.94}}$ & $\float[1]{7.78}_{\pm\float[1]{0.22}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{92.66}_{\pm\float[1]{1.72}}$ & $\float[1]{65.27}_{\pm\float[1]{12.36}}$ & $\float[1]{6.67}_{\pm\float[1]{0.4}}$ \\
|
85 |
+
& & & \noop & \integer{475} & $\float[1]{10.84}_{\pm\float[1]{0.29}}$ & $\float[1]{4.7}_{\pm\float[1]{3.24}}$ & - & \integer{475} & $\float[1]{10.84}_{\pm\float[1]{0.29}}$ & $\float[1]{4.7}_{\pm\float[1]{3.24}}$ & - \\
|
86 |
+
& & & \randomsubset & \q{3.5}{ housand} & $\float[1]{106.17}_{\pm\float[1]{0.62}}$ & $\float[1]{74.73}_{\pm\float[1]{14.18}}$ & $\float[1]{26.63}_{\pm\float[1]{0.28}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{92.78}_{\pm\float[1]{0.64}}$ & $\float[1]{64.99}_{\pm\float[1]{12.82}}$ & $\float[1]{23.37}_{\pm\float[1]{0.38}}$ \\
|
87 |
+
& & & \seals & \q{3.2}{ housand} & $\float[1]{95.33}_{\pm\float[1]{1.58}}$ & $\float[1]{69.2}_{\pm\float[1]{14.71}}$ & $\float[1]{83.82}_{\pm\float[1]{2.67}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{93.18}_{\pm\float[1]{1.56}}$ & $\float[1]{67.84}_{\pm\float[1]{12.61}}$ & $\float[1]{81.61}_{\pm\float[1]{3.57}}$ \\
|
88 |
+
\cline{3-12}
|
89 |
+
& & \multirow[t]{4}{*}{\ftbertkm} & \anchoral & \q{3.6}{ housand} & $\float[1]{108.81}_{\pm\float[1]{1.11}}$ & $\float[1]{75.62}_{\pm\float[1]{20.68}}$ & $\float[1]{7.8}_{\pm\float[1]{0.26}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{91.21}_{\pm\float[1]{2.78}}$ & $\float[1]{62.71}_{\pm\float[1]{21.25}}$ & $\float[1]{6.44}_{\pm\float[1]{0.32}}$ \\
|
90 |
+
& & & \noop & \integer{400} & $\float[1]{8.62}_{\pm\float[1]{0.26}}$ & $\float[1]{3.54}_{\pm\float[1]{3.13}}$ & - & \integer{400} & $\float[1]{8.62}_{\pm\float[1]{0.26}}$ & $\float[1]{3.54}_{\pm\float[1]{3.13}}$ & - \\
|
91 |
+
& & & \randomsubset & \q{3.5}{ housand} & $\float[1]{105.04}_{\pm\float[1]{1.14}}$ & $\float[1]{72.27}_{\pm\float[1]{13.15}}$ & $\float[1]{29.09}_{\pm\float[1]{0.55}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{91.84}_{\pm\float[1]{0.66}}$ & $\float[1]{61.9}_{\pm\float[1]{11.45}}$ & $\float[1]{25.78}_{\pm\float[1]{0.6}}$ \\
|
92 |
+
& & & \seals & \q{3.1}{ housand} & $\float[1]{94.17}_{\pm\float[1]{1.45}}$ & $\float[1]{67.42}_{\pm\float[1]{18.28}}$ & $\float[1]{88.2}_{\pm\float[1]{1.11}}$ & \q{3.1}{ housand} & $\float[1]{92.61}_{\pm\float[1]{1.46}}$ & $\float[1]{66.27}_{\pm\float[1]{18.13}}$ & $\float[1]{85.8}_{\pm\float[1]{1.53}}$ \\
|
93 |
+
\cline{3-12}
|
94 |
+
& & \random & \noop & \q{3.6}{ housand} & $\float[1]{104.01}_{\pm\float[1]{3.68}}$ & $\float[1]{63.92}_{\pm\float[1]{36.99}}$ & $\float[1]{0.26}_{\pm\float[1]{0.0}}$ & \q{3.1}{ housand} \cellcolor{gray!30} & $\float[1]{89.42}_{\pm\float[1]{3.48}}$ & $\float[1]{54.16}_{\pm\float[1]{32.74}}$ & $\float[1]{0.22}_{\pm\float[1]{0.0}}$ \\
|
95 |
+
\cline{1-12} \cline{2-12} \cline{3-12}
|
96 |
+
\multirow[t]{13}{*}{\wikitoxic} & \multirow[t]{13}{*}{\bertbase} & \multirow[t]{4}{*}{\badge} & \anchoral & \q{4.1}{ housand} & $\float[1]{126.18}_{\pm\float[1]{0.33}}$ & $\float[1]{118.19}_{\pm\float[1]{0.89}}$ & $\float[1]{2.66}_{\pm\float[1]{0.02}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{106.64}_{\pm\float[1]{0.66}}$ & $\float[1]{99.37}_{\pm\float[1]{1.46}}$ & $\float[1]{2.21}_{\pm\float[1]{0.03}}$ \\
|
97 |
+
& & & \noop & \q{2.9}{ housand} & $\float[1]{85.75}_{\pm\float[1]{0.0}}$ & $\float[1]{77.04}_{\pm\float[1]{0.0}}$ & - & \q{2.9}{ housand} & $\float[1]{85.75}_{\pm\float[1]{0.0}}$ & $\float[1]{77.04}_{\pm\float[1]{0.0}}$ & - \\
|
98 |
+
& & & \randomsubset & \q{3.9}{ housand} & $\float[1]{119.45}_{\pm\float[1]{0.36}}$ & $\float[1]{109.0}_{\pm\float[1]{0.85}}$ & $\float[1]{21.83}_{\pm\float[1]{0.11}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{104.78}_{\pm\float[1]{0.71}}$ & $\float[1]{94.63}_{\pm\float[1]{1.51}}$ & $\float[1]{19.25}_{\pm\float[1]{0.08}}$ \\
|
99 |
+
& & & \seals & \q{3.6}{ housand} & $\float[1]{110.0}_{\pm\float[1]{0.63}}$ & $\float[1]{101.68}_{\pm\float[1]{1.42}}$ & $\float[1]{67.12}_{\pm\float[1]{0.48}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{105.93}_{\pm\float[1]{0.55}}$ & $\float[1]{97.65}_{\pm\float[1]{1.42}}$ & $\float[1]{63.56}_{\pm\float[1]{0.47}}$ \\
|
100 |
+
\cline{3-12}
|
101 |
+
& & \multirow[t]{4}{*}{\entropy} & \anchoral & \q{4.2}{ housand} & $\float[1]{128.07}_{\pm\float[1]{0.55}}$ & $\float[1]{119.0}_{\pm\float[1]{1.17}}$ & $\float[1]{2.55}_{\pm\float[1]{0.0}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{106.62}_{\pm\float[1]{0.45}}$ & $\float[1]{99.03}_{\pm\float[1]{1.09}}$ & $\float[1]{2.07}_{\pm\float[1]{0.01}}$ \\
|
102 |
+
& & & \noop & \q{2.9}{ housand} & $\float[1]{88.28}_{\pm\float[1]{0.39}}$ & $\float[1]{80.82}_{\pm\float[1]{0.96}}$ & - & \q{2.9}{ housand} & $\float[1]{88.28}_{\pm\float[1]{0.39}}$ & $\float[1]{80.82}_{\pm\float[1]{0.96}}$ & - \\
|
103 |
+
& & & \randomsubset & \q{4.0}{ housand} & $\float[1]{119.36}_{\pm\float[1]{0.24}}$ & $\float[1]{107.36}_{\pm\float[1]{0.75}}$ & $\float[1]{20.39}_{\pm\float[1]{0.84}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{104.67}_{\pm\float[1]{0.39}}$ & $\float[1]{94.56}_{\pm\float[1]{1.38}}$ & $\float[1]{17.81}_{\pm\float[1]{0.12}}$ \\
|
104 |
+
& & & \seals & \q{3.6}{ housand} & $\float[1]{109.59}_{\pm\float[1]{0.71}}$ & $\float[1]{100.58}_{\pm\float[1]{1.84}}$ & $\float[1]{60.89}_{\pm\float[1]{1.54}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{105.88}_{\pm\float[1]{0.46}}$ & $\float[1]{97.59}_{\pm\float[1]{1.27}}$ & $\float[1]{56.95}_{\pm\float[1]{1.12}}$ \\
|
105 |
+
\cline{3-12}
|
106 |
+
& & \multirow[t]{4}{*}{\ftbertkm} & \anchoral & \q{4.0}{ housand} & $\float[1]{122.28}_{\pm\float[1]{0.53}}$ & $\float[1]{113.86}_{\pm\float[1]{1.28}}$ & $\float[1]{2.57}_{\pm\float[1]{0.03}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{106.79}_{\pm\float[1]{1.09}}$ & $\float[1]{99.9}_{\pm\float[1]{2.51}}$ & $\float[1]{2.21}_{\pm\float[1]{0.03}}$ \\
|
107 |
+
& & & \noop & \q{2.5}{ housand} & $\float[1]{73.53}_{\pm\float[1]{0.81}}$ & $\float[1]{62.03}_{\pm\float[1]{2.95}}$ & $\float[1]{198.15}_{\pm\float[1]{2.23}}$ & \q{2.5}{ housand} & $\float[1]{73.53}_{\pm\float[1]{0.81}}$ & $\float[1]{62.03}_{\pm\float[1]{2.95}}$ & $\float[1]{198.15}_{\pm\float[1]{2.23}}$ \\
|
108 |
+
& & & \randomsubset & \q{3.8}{ housand} & $\float[1]{113.4}_{\pm\float[1]{0.26}}$ & $\float[1]{100.35}_{\pm\float[1]{0.7}}$ & $\float[1]{22.8}_{\pm\float[1]{0.13}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{103.2}_{\pm\float[1]{0.36}}$ & $\float[1]{91.28}_{\pm\float[1]{0.79}}$ & $\float[1]{20.84}_{\pm\float[1]{0.17}}$ \\
|
109 |
+
& & & \seals & \q{3.5}{ housand} & $\float[1]{104.11}_{\pm\float[1]{0.58}}$ & $\float[1]{92.89}_{\pm\float[1]{2.14}}$ & $\float[1]{75.65}_{\pm\float[1]{1.14}}$ & \q{3.5}{ housand} & $\float[1]{104.11}_{\pm\float[1]{0.58}}$ & $\float[1]{92.89}_{\pm\float[1]{2.14}}$ & $\float[1]{75.65}_{\pm\float[1]{1.14}}$ \\
|
110 |
+
\cline{3-12}
|
111 |
+
& & \random & \noop & \q{4.0}{ housand} & $\float[1]{108.6}_{\pm\float[1]{0.61}}$ & $\float[1]{72.37}_{\pm\float[1]{2.08}}$ & $\float[1]{0.03}_{\pm\float[1]{0.0}}$ & \q{3.5}{ housand} \cellcolor{gray!30} & $\float[1]{93.52}_{\pm\float[1]{0.53}}$ & $\float[1]{60.61}_{\pm\float[1]{2.43}}$ & $\float[1]{0.03}_{\pm\float[1]{0.0}}$ \\
|
112 |
+
\cline{1-12} \cline{2-12} \cline{3-12}
|
113 |
+
\bottomrule
|
114 |
+
\end{tabular}
|
results/metrics.parquet
ADDED
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1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:ed50ac1beaf602cfda01376c47f419043842e3e59e4b1c1394e25537ace95ac6
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size 2422672
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results/minority_proportions.png
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Git LFS Details
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results/small_table.tex
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\begin{tabular}{llllllll}
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\toprule
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& \textbf{Pool Filtering} & \multicolumn{4}{r}{\textbf{Overall}} & \multicolumn{2}{r}{\textbf{Budget-Matched}} \\
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& & \textbf{Budget} & \textbf{Majority} & \textbf{Minority} & \textbf{Time} & \textbf{Majority} & \textbf{Minority} \\
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\textbf{Dataset} & & & & & & & \\
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\midrule
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\agnewsbus & \anchoral & \q{5.0}{ housand} & $\float[1]{179.18}_{\pm\float[1]{0.12}}$ & $\float[1]{118.2}_{\pm\float[1]{1.26}}$ & $\float[1]{2.66}_{\pm\float[1]{0.1}}$ & $\float[1]{179.18}_{\pm\float[1]{0.12}}$ & $\float[1]{118.2}_{\pm\float[1]{1.26}}$ \\
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\agnewsbus & \randomsubset & \q{5.0}{ housand} & $\float[1]{179.21}_{\pm\float[1]{0.39}}$ & $\float[1]{117.99}_{\pm\float[1]{4.03}}$ & $\float[1]{21.53}_{\pm\float[1]{0.1}}$ & $\float[1]{179.21}_{\pm\float[1]{0.39}}$ & $\float[1]{117.99}_{\pm\float[1]{4.03}}$ \\
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\agnewsbus & \seals & \q{5.0}{ housand} & $\float[1]{179.55}_{\pm\float[1]{0.06}}$ & $\float[1]{120.8}_{\pm\float[1]{0.79}}$ & $\float[1]{62.16}_{\pm\float[1]{1.25}}$ & $\float[1]{179.55}_{\pm\float[1]{0.06}}$ & $\float[1]{120.8}_{\pm\float[1]{0.79}}$ \\
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\amazonagri & \anchoral & \q{3.7}{ housand} & $\float[1]{142.42}_{\pm\float[1]{0.04}}$ & $\float[1]{78.05}_{\pm\float[1]{1.0}}$ & $\float[1]{4.4}_{\pm\float[1]{0.05}}$ & $\float[1]{119.79}_{\pm\float[1]{0.05}}$ & $\float[1]{64.87}_{\pm\float[1]{0.89}}$ \\
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\amazonagri & \noop & \integer{475} & $\float[1]{14.62}_{\pm\float[1]{0.0}}$ & $\float[1]{2.9}_{\pm\float[1]{0.0}}$ & NaN & $\float[1]{14.62}_{\pm\float[1]{0.0}}$ & $\float[1]{2.9}_{\pm\float[1]{0.0}}$ \\
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\amazonagri & \randomsubset & \q{3.6}{ housand} & $\float[1]{138.26}_{\pm\float[1]{0.06}}$ & $\float[1]{64.96}_{\pm\float[1]{3.18}}$ & $\float[1]{28.96}_{\pm\float[1]{0.19}}$ & $\float[1]{119.59}_{\pm\float[1]{0.05}}$ & $\float[1]{54.26}_{\pm\float[1]{1.95}}$ \\
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\amazonagri & \seals & \q{3.2}{ housand} & $\float[1]{123.72}_{\pm\float[1]{0.02}}$ & $\float[1]{65.59}_{\pm\float[1]{0.78}}$ & $\float[1]{85.37}_{\pm\float[1]{1.28}}$ & $\float[1]{119.79}_{\pm\float[1]{0.03}}$ & $\float[1]{63.67}_{\pm\float[1]{1.44}}$ \\
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\amazonmulti & \anchoral & \q{3.6}{ housand} & $\float[1]{109.24}_{\pm\float[1]{1.69}}$ & $\float[1]{77.85}_{\pm\float[1]{9.94}}$ & $\float[1]{7.78}_{\pm\float[1]{0.22}}$ & $\float[1]{92.66}_{\pm\float[1]{1.72}}$ & $\float[1]{65.27}_{\pm\float[1]{12.36}}$ \\
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\amazonmulti & \noop & \integer{475} & $\float[1]{10.84}_{\pm\float[1]{0.29}}$ & $\float[1]{4.7}_{\pm\float[1]{3.24}}$ & NaN & $\float[1]{10.84}_{\pm\float[1]{0.29}}$ & $\float[1]{4.7}_{\pm\float[1]{3.24}}$ \\
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\amazonmulti & \randomsubset & \q{3.5}{ housand} & $\float[1]{106.17}_{\pm\float[1]{0.62}}$ & $\float[1]{74.73}_{\pm\float[1]{14.18}}$ & $\float[1]{26.63}_{\pm\float[1]{0.28}}$ & $\float[1]{92.78}_{\pm\float[1]{0.64}}$ & $\float[1]{64.99}_{\pm\float[1]{12.82}}$ \\
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\amazonmulti & \seals & \q{3.2}{ housand} & $\float[1]{95.33}_{\pm\float[1]{1.58}}$ & $\float[1]{69.2}_{\pm\float[1]{14.71}}$ & $\float[1]{83.82}_{\pm\float[1]{2.67}}$ & $\float[1]{93.18}_{\pm\float[1]{1.56}}$ & $\float[1]{67.84}_{\pm\float[1]{12.61}}$ \\
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\wikitoxic & \anchoral & \q{4.2}{ housand} & $\float[1]{128.07}_{\pm\float[1]{0.55}}$ & $\float[1]{119.0}_{\pm\float[1]{1.17}}$ & $\float[1]{2.55}_{\pm\float[1]{0.0}}$ & $\float[1]{106.62}_{\pm\float[1]{0.45}}$ & $\float[1]{99.03}_{\pm\float[1]{1.09}}$ \\
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\wikitoxic & \noop & \q{2.9}{ housand} & $\float[1]{88.28}_{\pm\float[1]{0.39}}$ & $\float[1]{80.82}_{\pm\float[1]{0.96}}$ & NaN & $\float[1]{88.28}_{\pm\float[1]{0.39}}$ & $\float[1]{80.82}_{\pm\float[1]{0.96}}$ \\
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\wikitoxic & \randomsubset & \q{4.0}{ housand} & $\float[1]{119.36}_{\pm\float[1]{0.24}}$ & $\float[1]{107.36}_{\pm\float[1]{0.75}}$ & $\float[1]{20.39}_{\pm\float[1]{0.84}}$ & $\float[1]{104.67}_{\pm\float[1]{0.39}}$ & $\float[1]{94.56}_{\pm\float[1]{1.38}}$ \\
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\wikitoxic & \seals & \q{3.6}{ housand} & $\float[1]{109.59}_{\pm\float[1]{0.71}}$ & $\float[1]{100.58}_{\pm\float[1]{1.84}}$ & $\float[1]{60.89}_{\pm\float[1]{1.54}}$ & $\float[1]{105.88}_{\pm\float[1]{0.46}}$ & $\float[1]{97.59}_{\pm\float[1]{1.27}}$ \\
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\bottomrule
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\end{tabular}
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results/subpool_ids.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:b644a8d52e70331b01c196cc002d3a3a89f9ecdbe86fcbedb29751ac8ebf14a0
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size 1744467043
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results/subpool_minority_proportions.png
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Git LFS Details
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