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"middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.4318936759650187, 3.5027854755199623], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">167/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 88%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">178/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 94%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">114/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 60%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">145/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 77%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">154/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 81%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+7.5 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">174/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 92%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div 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{"fillcolor": "#4e29ff", "line": {"color": "#4e29ff", "width": 0}, "opacity": 0.85, "type": "rect", "x0": 0.6752134796350643, "x1": 0.9887320902663272, "xref": "x", "y0": 12.95, "y1": 13.05, "yref": "y"}, {"line": {"color": "#4e29ff", "width": 1.4}, "type": "line", "x0": 0.6752134796350643, "x1": 0.6752134796350643, "xref": "x", "y0": 12.82, "y1": 13.18, "yref": "y"}, {"line": {"color": "#4e29ff", "width": 1.4}, "type": "line", "x0": 0.9887320902663272, "x1": 0.9887320902663272, "xref": "x", "y0": 12.82, "y1": 13.18, "yref": "y"}], "annotations": [{"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-1.465", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-0.859", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", 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{"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.071", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.087", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.176", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.444", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.675", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.729", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#4e29ff", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "<b>0.831</b>", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, 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0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.307630848919494, 1.2884014483741293], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+0.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">36/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 95%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">37/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 97%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">26/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 68%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">37/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 97%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">38/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">34/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+236 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">38/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN 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"family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.802756642578997, 1.4418835730152904], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 CatBoost \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 LightGBM \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Mitra \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+228 pts</div>    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{"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.292468198281866, 1.2246929673827827], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 CatBoost \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+276 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.01 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 73%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, "colorscale": [[0.0, "rgb(103,0,31)"], [0.1, "rgb(178,24,43)"], 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"right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-1.4242604003416153, 1.3442842987271466], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 ModernNCA \u2026</div>    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COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">ModernNCA \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+376 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 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monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-1.1687934739576822, 1.0164310208332692], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 XGBoost \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+282 pts</div>    <div 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"family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.6946006162795206, 2.4881190725989857], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">8 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">35/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">9 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">35/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">33/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 94%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 LimiX \u2026</div>    <div class=\"nk-bar-kpi-sub\">8 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">34/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 97%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.5 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">32/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 91%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  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monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-3.9932823546150886, 2.167043256811979], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">11 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">13 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">13 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div 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"MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.966291687084078, 4.114045217180602], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+0.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">26/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 93%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  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class=\"nk-bar-kpi-value\">23/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 85%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+8.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0</div>    <div 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"size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-5.7648790813403705, 7.710776228289794], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">6 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+5.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v1.1 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">8 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">8 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div 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ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-4.3756380997312325, 2.1256626815481896], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 XGBoost \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+6.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 95%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+225 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 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"size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-12.681707562988343, 6.045460905832719], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">13 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+6.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">15/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 94%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">13 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+9.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">13 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+9.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+12.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", 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"yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-3.9668799020848304, 3.391834974496349], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div 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{"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "1.425", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "1.488", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "1.996", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#4e29ff", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "<b>2.218</b>", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-3.252618921507921, 3.261750975546702], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 13.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 744, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">18/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 82%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon</div>    <div class=\"nk-bar-kpi-sub\">2 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 91%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 91%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v1.1 \u2026</div>    <div class=\"nk-bar-kpi-sub\">9 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 91%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+5.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+282 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.04 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 73%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, "colorscale": [[0.0, "rgb(103,0,31)"], [0.1, "rgb(178,24,43)"], [0.2, "rgb(214,96,77)"], [0.3, "rgb(244,165,130)"], [0.4, "rgb(253,219,199)"], [0.5, "rgb(247,247,247)"], [0.6, "rgb(209,229,240)"], [0.7, "rgb(146,197,222)"], [0.8, "rgb(67,147,195)"], [0.9, "rgb(33,102,172)"], [1.0, "rgb(5,48,97)"]], "hovertemplate": "<b>%{y}</b> beats <b>%{x}</b><br>Win-rate: %{text}<extra></extra>", "reversescale": true, "text": [["", "55%", "52%", "76%", "81%", "90%", "81%", "81%", "80%", "86%", "91%", "100%", "100%", "100%"], ["45%", "", "40%", "70%", "75%", "77%", "76%", "75%", "85%", "86%", "86%", "91%", "91%", "91%"], ["48%", "60%", "", "71%", "80%", "76%", "67%", "71%", "81%", "76%", "81%", "82%", "86%", "95%"], ["24%", "30%", "29%", "", "63%", "57%", "71%", "75%", "76%", "76%", "82%", "86%", "95%", "91%"], ["19%", "25%", "20%", "37%", "", "45%", "72%", "67%", "67%", "68%", "77%", "86%", "90%", "95%"], ["10%", "23%", "24%", "43%", "55%", "", "57%", "57%", "59%", "59%", "55%", "77%", "82%", "95%"], ["19%", "24%", "33%", "29%", "28%", "43%", "", "60%", "52%", "63%", "73%", "82%", 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