tag:github.com,2008:https://github.com/ntumlgroup/LibMultiLabel/releases 2024-12-27T02:24:00Z tag:github.com,2008:Repository/892836361/v0.7.2 2025-01-01T06:03:51Z <h1>⭐️⭐️ Restart <a href="https://github.com/ntumlgroup/LibMultiLabel">LibMultiLabel</a> in <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/ntumlgroup/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ntumlgroup">@ntumlgroup</a> 🏡</h1> <h2>What's Changed</h2> <h3>Documents</h3> <ul> <li>Update the repository link on the <a href="https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/" rel="nofollow">LibMultiLabel webpage</a> and make minor UI adjustments (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2729935373" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/4" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/4/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/4">#4</a>, <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2731903897" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/6" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/6/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/6">#6</a>)</li> </ul> <h3>Linear tree-based models</h3> <ul> <li>Estimate tree model size (<a href="https://github.com/ASUS-AICS/LibMultiLabel-Old-Archive/pull/385" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/385/hovercard">#385</a>)</li> <li>Change the default optimizer to <em>l2 cddual</em> in the example configurations for l2svm: <a href="/ntumlgroup/LibMultiLabel/blob/v0.7.2/example_config/EUR-Lex/tree_l2svm.yml">EUR-Lex/tree_l2svm.yml</a>, <a href="/ntumlgroup/LibMultiLabel/blob/v0.7.2/example_config/rcv1/l2svm.yml">rcv1/l2svm.yml</a>, <a href="/ntumlgroup/LibMultiLabel/blob/v0.7.2/example_config/rcv1/l2svm_svm_format.yml">rcv1/l2svm_svm_format.yml</a> (<a href="https://github.com/ASUS-AICS/LibMultiLabel-Old-Archive/pull/388" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/388/hovercard">#388</a>)</li> <li>Do not filter any data instance in the root (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2725144789" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/1" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/1/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/1">#1</a>)</li> <li>Keep model outputs as probability estimates (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2726647006" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/2/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/2">#2</a>)</li> </ul> <h3>Fix APIs / Bugs 🐛</h3> <ul> <li>Fix bugs in latest version of NumPy (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2759306672" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/7" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/7/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/7">#7</a>, <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="2759493785" data-permission-text="Title is private" data-url="https://github.com/ntumlgroup/LibMultiLabel/issues/8" data-hovercard-type="pull_request" data-hovercard-url="/ntumlgroup/LibMultiLabel/pull/8/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/pull/8">#8</a>)</li> <li>[linear] Explicitly assign arguments to avoid incorrect argument assignments (<a href="https://github.com/ASUS-AICS/LibMultiLabel-Old-Archive/pull/389" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/389/hovercard">#389</a>)</li> </ul> <h2>Contributors</h2> <p>Thanks all for the contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ericliu8168/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ericliu8168">@ericliu8168</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/poppopting/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/poppopting">@poppopting</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ChengYehLi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ChengYehLi">@ChengYehLi</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/maclin726/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/maclin726">@maclin726</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/will945945945/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/will945945945">@will945945945</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a></p> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.7.1 2025-01-01T05:07:30Z <h2>What's Changed</h2> <h3>Documents</h3> <ul> <li>Update docs by revising <code>--no_merge_train_val</code> to <code>--merge_train_val</code> (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/368" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/368/hovercard">#368</a>)</li> <li>Add multi-label tutorial (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/381" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/381/hovercard">#381</a>)</li> </ul> <h3>Fix APIs / Bugs 🐛</h3> <ul> <li>Fix GridSearchCV to support sklearn&gt;=1.3.0 (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/362" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/362/hovercard">#362</a>)</li> <li>Update regex syntax for python3.12 (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/373" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/373/hovercard">#373</a>)</li> <li>Update Ray Argument (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/376" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/376/hovercard">#376</a>)</li> <li>Fix Autotest: Set Pytorch &lt;=2.3 to resolve torchtext dependency issue (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/386" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/386/hovercard">#386</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/donglihe-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/donglihe-hub">@donglihe-hub</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gordon119/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gordon119">@Gordon119</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thomas0125/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thomas0125">@thomas0125</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/poppopting/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/poppopting">@poppopting</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a></p> <h2>New Contributors</h2> <p>Welcome <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thomas0125/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thomas0125">@thomas0125</a> ✨ <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/poppopting/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/poppopting">@poppopting</a> 🏜️🐪</p> <blockquote> <p>Original release date: Aug 22, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.7.0 2025-01-01T05:08:00Z <h2>What's Changed</h2> <h3>Documents</h3> <ul> <li>Add Handling Data with Many Labels with AttentionXML (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/368" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/368/hovercard">#368</a>)</li> </ul> <h3>Highlights</h3> <ul> <li>Add AttentionXML (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/346" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/346/hovercard">#346</a>)</li> <li>Add new argument <code>beam_width</code> (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/366" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/366/hovercard">#366</a>, <a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/367" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/367/hovercard">#367</a>)</li> <li>Remove unused elements in <code>nn.model</code> (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/363" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/363/hovercard">#363</a>, <a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/369" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/369/hovercard">#369</a>)</li> </ul> <h3>Fix APIs 🔧</h3> <ul> <li>Use the latest protocol in pickle dump (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/364" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/364/hovercard">#364</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/donglihe-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/donglihe-hub">@donglihe-hub</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/will945945945/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/will945945945">@will945945945</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gordon119/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gordon119">@Gordon119</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a></p> <blockquote> <p>Original release date: May 24, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.6.2 2025-01-01T04:38:02Z <h2>What's Changed</h2> <h3>Fix APIs 🔧</h3> <ul> <li>Fixed sklearn API with version &gt;=1.3.0 (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/362" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/362/hovercard">#362</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thomas0125/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thomas0125">@thomas0125</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/will945945945/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/will945945945">@will945945945</a></p> <h3>New Contributors</h3> <p>Welcome <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/thomas0125/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/thomas0125">@thomas0125</a> ✨</p> <blockquote> <p>Original release date: Mar 7, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.6.1 2025-01-01T04:37:00Z <h2>What's Changed</h2> <h3>Fix APIs 🔧</h3> <ul> <li>Fixed deprecated/removed scipy API (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/360" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/360/hovercard">#360</a>)</li> <li>Fixed sklearn version before GridSearchCV is fixed (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/361" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/361/hovercard">#361</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a></p> <blockquote> <p>Original release date: Feb 28, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.6.0 2025-01-01T04:34:23Z <h2>What's Changed</h2> <h3>Highlights</h3> <ul> <li>Update package versions: torch&gt;=2.0.1 and lightning==2.0.9 with CUDA 11.8 and 12.1</li> <li>For users using torch 1.13.1 with CUDA 11.6 or 11.7, please git checkout <a class="commit-link" data-hovercard-type="commit" data-hovercard-url="https://github.com/ntumlgroup/LibMultiLabel/commit/10819d0c08f066aeff8765ad28c2ec2f6d11fe3e/hovercard" href="https://github.com/ntumlgroup/LibMultiLabel/commit/10819d0c08f066aeff8765ad28c2ec2f6d11fe3e"><tt>10819d0</tt></a> or pip install <a href="https://pypi.org/project/libmultilabel/0.5.2/" rel="nofollow">PyPi==0.5.2</a>.</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)<br> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gordon119/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gordon119">@Gordon119</a> and all lab members who provided helpful feedback!</p> <blockquote> <p>Original release date: Feb 10, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.5.2 2025-01-01T04:30:19Z <h2>What's Changed</h2> <h3>Document</h3> <ul> <li>Fix sphinx version and add the implementation doc link to the web page (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/352" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/352/hovercard">#352</a>)</li> </ul> <h3>Bugs Fixing 🐛 and Code Enhancement ✨</h3> <ul> <li>Replace <code>Timer</code> with lighter <code>timer</code>(<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/350" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/350/hovercard">#350</a>)</li> <li>Enhance data_utils (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/353" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/353/hovercard">#353</a>)</li> <li>Fix top_k in metrics.py (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/356" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/356/hovercard">#356</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)</p> <p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/donglihe-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/donglihe-hub">@donglihe-hub</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gordon119/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gordon119">@Gordon119</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a></p> <blockquote> <p>Original release date: Feb 8, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.5.1 2025-01-01T04:28:30Z <h2>What's Changed</h2> <h3>Highlights</h3> <ul> <li>Linear: Fixed recall for no label instances (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/351" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/351/hovercard">#351</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)</p> <p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a></p> <blockquote> <p>Original release date: Jan 18, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.5.0 2025-01-01T04:27:27Z <h2>What's Changed</h2> <h3>Document</h3> <ul> <li>Add implementation document (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/345" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/345/hovercard">#345</a>)</li> </ul> <h3>Highlights</h3> <ul> <li>Separate NN and linear dependencies (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/348" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/348/hovercard">#348</a>, <a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/349" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/349/hovercard">#349</a>)</li> <li>Optimized NDCG (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/339" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/339/hovercard">#339</a>, <a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/342" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/342/hovercard">#342</a>)</li> <li>Linear: Use <code>multiclass</code> to decide whether the input data set is multiclass (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/337" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/337/hovercard">#337</a>)</li> <li>NN: Speed Up Tokenization Through Multiprocessing (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/347" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/347/hovercard">#347</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)</p> <p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sinacam/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sinacam">@Sinacam</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/donglihe-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/donglihe-hub">@donglihe-hub</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ChengYehLi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ChengYehLi">@ChengYehLi</a></p> <blockquote> <p>Original release date: Jan 17, 2024</p> </blockquote> Eleven1Liu tag:github.com,2008:Repository/892836361/v0.4.0 2025-01-01T04:24:13Z <h2>What's Changed</h2> <h3>Highlights</h3> <ul> <li>Update copyright (<a href="https://github.com/ASUS-AICS/LibMultiLabel/pull/340" data-hovercard-type="pull_request" data-hovercard-url="/ASUS-AICS/LibMultiLabel-Old-Archive/pull/340/hovercard">#340</a>)</li> </ul> <h3>Contributors</h3> <p>Thank you all for your contributions :)</p> <p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cjlin1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cjlin1">@cjlin1</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gordon119/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gordon119">@Gordon119</a> <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Eleven1Liu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Eleven1Liu">@Eleven1Liu</a></p> <blockquote> <p>Original release date: Nov 16, 2023</p> </blockquote> Eleven1Liu