<html><body><div style="font-family: arial, helvetica, sans-serif; font-size: 12pt; color: #000000"><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">Dear all,</div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><br data-mce-bogus="1"></div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">You can check Cross-View Training in the following papers.</div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><br data-mce-bogus="1"></div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">1. For NER, Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning <a href="https://aclanthology.org/D18-1217.pdf" data-mce-href="https://aclanthology.org/D18-1217.pdf">https://aclanthology.org/D18-1217.pdf</a> (Alibaba) <= This applies to transformer-based model, which I think is quite helpful and provides an easy way to do cross-view training on BERT-like models.</div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">2. For Sequence Labeling, e.g., NER, <!--StartFragment-->Semi-Supervised Sequence Modeling with Cross-View Training<!--EndFragment--> <a class="DbQRg" rel="nofollow noopener noreferrer" target="_blank" href="https://arxiv.org/pdf/2105.03654.pdf" data-mce-href="https://arxiv.org/pdf/2105.03654.pdf" data-mce-style="-webkit-tap-highlight-color: transparent; text-decoration: underline; color: #3367d6; font-size: 13px;" style="-webkit-tap-highlight-color: transparent; color: rgb(51, 103, 214);">https://aclanthology.org/D18-1217.pdf</a> (Clark, Le Quoc, Chris Manning)<br></div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">3. A Survey on Multi-view Learning: <a href="https://arxiv.org/abs/1304.5634" data-mce-href="https://arxiv.org/abs/1304.5634">https://arxiv.org/abs/1304.5634</a><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" style="-webkit-tap-highlight-color: transparent; color: rgb(32, 33, 36); font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><!--EndFragment--></div></div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><br>FYI,</div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><br data-mce-bogus="1"></div><div class="oIy2qc" jsname="dTKtvb" data-message-text="cross-view training" style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;" data-mce-style="-webkit-tap-highlight-color: transparent; color: #202124; font-size: 13px; line-height: 20px; padding-top: 0px; white-space: pre-wrap; overflow-wrap: break-word; font-family: Roboto, arial, sans-serif; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">Chiao-Wei</div><!--EndFragment--></div></body></html>