[B! LLM] LLMにJSONやソースコードを出力させるStructured Generationの技術

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<button type="button" class="ui-contextMenu-listItem entry-comment-unignoreuser js-entry-comment-unignoreuser is-hidden" data-unignore-msg-hover="ユーザーを表示" data-unignore-msg="非表示に設定済み"><span class="is-hidden">ユーザーを表示</span></button> </li> <li><button type="button" class="ui-contextMenu-listItem entry-comment-reportViolation js-bookmark-report-violation-button">通報する</button></li> </ul> </div> </div> </div> </div> </div> </div> </div> </script> <script type="text/x-template" id="template-short-url-click"> {{#tweet_url}} <a href="{{tweet_url}}" target="_blank" rel="noopener noreferrer" data-gtm-click-label="reaction-twitter-clicks"><span>{{count}} clicks</span></a> {{/tweet_url}} {{^tweet_url}} <span>{{count}} clicks</span> {{/tweet_url}} </script> <div class=" bookmarks-sort-panel js-bookmarks-sort-panel" data-sort="popular"> <div class="js-bookmarks js-bookmarks-popular"> </div> </div> <div class="is-active bookmarks-sort-panel js-bookmarks-sort-panel js-bookmark-autoloader-recent" data-sort="recent" data-autoload-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" data-next-cursor=""> <div class="js-bookmarks js-bookmarks-recent"> <div class="entry-comment-contents js-ignorable-user-content js-bookmark-item js-user-bookmark-comment" data-user-name="mcddx30" data-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" itemprop="comment" itemtype="https://schema.org/Comment" itemscope > <div class="entry-comment-contents-main"> <a href="/mcddx30/" class="entry-user-icon" data-gtm-label="entry-recent-icon"><img src="https://cdn.profile-image.st-hatena.com/users/mcddx30/profile.png"/ alt="mcddx30" title="mcddx30"></a> <div class="entry-comments-contents-body"> <span class="entry-comment-username" itemprop="author" itemtype="https://schema.org/Person" itemscope ><a href="/mcddx30/" data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >mcddx30</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" ><a href="https://x.com/arr0w_swe/status/1902920380106654072" target="_blank" rel="noopener nofollow">https://x.com/arr0w_swe/status/1902920380106654072</a></span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/mcddx30/20250322#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-22T11:30:36Z" >2025/03/22</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/mcddx30" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="mcddx30" class="is-hidden js-bookmark-downvote-container entry-comment-menu-minusvote"> <input type="checkbox" class="js-bookmark-downvote-checkbox entry-comment-menu-minusvote-checkbox" title="マイナス評価"> </div> <div class="ui-contextMenu entry-comment-menu-more js-bookmark-menu-button" onclick> <div class="ui-contextMenu-btn entry-comment-menu-more-btn" tabindex="0" role="button"><span>その他</span></div> <div class="ui-contextMenu-list entry-comment-menu-more-list"> <ul tabindex="-1"> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-followuser js-entry-comment-followuser">お気に入りに追加</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unfollowuser js-entry-comment-unfollowuser is-hidden">お気に入りを解除</button> </li> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-ignoreuser js-entry-comment-ignoreuser">ユーザーを非表示</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unignoreuser js-entry-comment-unignoreuser is-hidden" data-unignore-msg-hover="ユーザーを表示" data-unignore-msg="非表示に設定済み"><span class="is-hidden">ユーザーを表示</span></button> </li> <li><button type="button" class="ui-contextMenu-listItem entry-comment-reportViolation js-bookmark-report-violation-button">通報する</button></li> </ul> </div> </div> </div> </div> </div> </div> </div> <div class="entry-comment-contents js-ignorable-user-content js-bookmark-item js-user-bookmark-comment" data-user-name="misshiki" data-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" itemprop="comment" itemtype="https://schema.org/Comment" itemscope > <div class="entry-comment-contents-main"> <a href="/misshiki/" class="entry-user-icon" data-gtm-label="entry-recent-icon"><img src="https://cdn.profile-image.st-hatena.com/users/misshiki/profile.png"/ alt="misshiki" title="misshiki"></a> <div class="entry-comments-contents-body"> <span class="entry-comment-username" itemprop="author" itemtype="https://schema.org/Person" itemscope ><a href="/misshiki/" data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >misshiki</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >“(LLM)にJSONやソースコードを正しく出力させるための生成手法であるStructured Generationについて紹介”</span> <ul class="entry-comment-tags"> <li class=""><a href="/misshiki/%E4%BA%BA%E5%B7%A5%E7%9F%A5%E8%83%BD/" data-gtm-label="entry-recent-tags">人工知能</a></li> <li class=""><a href="/misshiki/%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86/" data-gtm-label="entry-recent-tags">自然言語処理</a></li> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/misshiki/20250321#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-21T08:55:17Z" >2025/03/21</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/misshiki" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="misshiki" class="is-hidden js-bookmark-downvote-container entry-comment-menu-minusvote"> <input type="checkbox" class="js-bookmark-downvote-checkbox entry-comment-menu-minusvote-checkbox" title="マイナス評価"> </div> <div class="ui-contextMenu entry-comment-menu-more js-bookmark-menu-button" onclick> <div class="ui-contextMenu-btn entry-comment-menu-more-btn" tabindex="0" role="button"><span>その他</span></div> <div class="ui-contextMenu-list entry-comment-menu-more-list"> <ul tabindex="-1"> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-followuser js-entry-comment-followuser">お気に入りに追加</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unfollowuser js-entry-comment-unfollowuser is-hidden">お気に入りを解除</button> </li> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-ignoreuser js-entry-comment-ignoreuser">ユーザーを非表示</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unignoreuser js-entry-comment-unignoreuser is-hidden" data-unignore-msg-hover="ユーザーを表示" data-unignore-msg="非表示に設定済み"><span class="is-hidden">ユーザーを表示</span></button> </li> <li><button type="button" class="ui-contextMenu-listItem entry-comment-reportViolation js-bookmark-report-violation-button">通報する</button></li> </ul> </div> </div> </div> </div> </div> </div> </div> <div class="entry-comment-contents js-ignorable-user-content js-bookmark-item js-user-bookmark-comment" data-user-name="uehaj" data-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" itemprop="comment" itemtype="https://schema.org/Comment" itemscope > <div class="entry-comment-contents-main"> <a href="/uehaj/" class="entry-user-icon" data-gtm-label="entry-recent-icon"><img src="https://cdn.profile-image.st-hatena.com/users/uehaj/profile.png"/ alt="uehaj" title="uehaj"></a> <div class="entry-comments-contents-body"> <span class="entry-comment-username" itemprop="author" itemtype="https://schema.org/Person" itemscope ><a href="/uehaj/" data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >uehaj</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >Structured Generationでよくサポートされる正則言語と文脈自由言語の２種類のパーサーに対して効率的な制約付き生成手法／人間もこれやってるなあ。非常に興味深い</span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/uehaj/20250321#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-20T21:09:42Z" >2025/03/21</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/uehaj" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="uehaj" class="is-hidden js-bookmark-downvote-container entry-comment-menu-minusvote"> <input type="checkbox" class="js-bookmark-downvote-checkbox entry-comment-menu-minusvote-checkbox" title="マイナス評価"> </div> <div class="ui-contextMenu entry-comment-menu-more js-bookmark-menu-button" onclick> <div class="ui-contextMenu-btn entry-comment-menu-more-btn" tabindex="0" role="button"><span>その他</span></div> <div class="ui-contextMenu-list entry-comment-menu-more-list"> <ul tabindex="-1"> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-followuser js-entry-comment-followuser">お気に入りに追加</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unfollowuser js-entry-comment-unfollowuser is-hidden">お気に入りを解除</button> </li> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-ignoreuser js-entry-comment-ignoreuser">ユーザーを非表示</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unignoreuser js-entry-comment-unignoreuser is-hidden" data-unignore-msg-hover="ユーザーを表示" data-unignore-msg="非表示に設定済み"><span class="is-hidden">ユーザーを表示</span></button> </li> <li><button type="button" class="ui-contextMenu-listItem entry-comment-reportViolation js-bookmark-report-violation-button">通報する</button></li> </ul> </div> </div> </div> </div> </div> </div> </div> <div class="entry-comment-contents js-ignorable-user-content js-bookmark-item js-user-bookmark-comment" data-user-name="yarumato" data-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" itemprop="comment" itemtype="https://schema.org/Comment" itemscope > <div class="entry-comment-contents-main"> <a href="/yarumato/" class="entry-user-icon" data-gtm-label="entry-recent-icon"><img src="https://cdn.profile-image.st-hatena.com/users/yarumato/profile.png"/ alt="yarumato" title="yarumato"></a> <div class="entry-comments-contents-body"> <span class="entry-comment-username" itemprop="author" itemtype="https://schema.org/Person" itemscope ><a href="/yarumato/" data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >yarumato</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >“プロンプトのような確実性のないものに頼るのではなく、出力候補を、目的のフォーマットに必ず従わせる、制約付き文章生成の手法が最近注目されている。正則言語+文脈自由言語のStructured Generation”</span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/yarumato/20250321#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-20T15:10:16Z" >2025/03/21</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/yarumato" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="yarumato" class="is-hidden js-bookmark-downvote-container entry-comment-menu-minusvote"> <input type="checkbox" class="js-bookmark-downvote-checkbox entry-comment-menu-minusvote-checkbox" title="マイナス評価"> </div> <div class="ui-contextMenu entry-comment-menu-more js-bookmark-menu-button" onclick> <div class="ui-contextMenu-btn entry-comment-menu-more-btn" tabindex="0" role="button"><span>その他</span></div> <div class="ui-contextMenu-list entry-comment-menu-more-list"> <ul tabindex="-1"> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-followuser js-entry-comment-followuser">お気に入りに追加</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unfollowuser js-entry-comment-unfollowuser is-hidden">お気に入りを解除</button> </li> <li> <button type="button" class="ui-contextMenu-listItem entry-comment-ignoreuser js-entry-comment-ignoreuser">ユーザーを非表示</button> <button type="button" class="ui-contextMenu-listItem entry-comment-unignoreuser js-entry-comment-unignoreuser is-hidden" data-unignore-msg-hover="ユーザーを表示" data-unignore-msg="非表示に設定済み"><span class="is-hidden">ユーザーを表示</span></button> </li> <li><button type="button" class="ui-contextMenu-listItem entry-comment-reportViolation js-bookmark-report-violation-button">通報する</button></li> </ul> </div> </div> </div> </div> </div> </div> </div> <div class="entry-comment-contents js-ignorable-user-content js-bookmark-item js-user-bookmark-comment" data-user-name="nnnmmmlll" data-url="https://engineers.ntt.com/entry/202503-structured-generation/entry" itemprop="comment" itemtype="https://schema.org/Comment" itemscope > <div class="entry-comment-contents-main"> <a href="/nnnmmmlll/" class="entry-user-icon" data-gtm-label="entry-recent-icon"><img src="https://cdn.profile-image.st-hatena.com/users/nnnmmmlll/profile.png"/ alt="nnnmmmlll" title="nnnmmmlll"></a> <div class="entry-comments-contents-body"> <span class="entry-comment-username" itemprop="author" itemtype="https://schema.org/Person" itemscope ><a href="/nnnmmmlll/" data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >nnnmmmlll</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >正則と正規はどっちかに統一できなかったのか</span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/nnnmmmlll/20250320#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-20T13:51:44Z" >2025/03/20</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/nnnmmmlll" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="nnnmmmlll" class="is-hidden js-bookmark-downvote-container entry-comment-menu-minusvote"> <input type="checkbox" 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itemprop="name" >hirano1975</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >学び</span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/hirano1975/20250320#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-20T13:23:06Z" >2025/03/20</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/hirano1975" itemprop="url" rel="nofollow">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div data-location-id="4767791007300434241" data-user-name="hirano1975" class="is-hidden 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data-gtm-label="entry-recent-username" itemprop="url" ><span itemprop="name" >prjpn</span></a></span> <span class="entry-comment-text js-bookmark-comment" itemprop="text" >個人的にめちゃくちゃホットな話題で助かった。</span> <ul class="entry-comment-tags"> </ul> <div class="entry-comment-contents-foot"> <p class="entry-comment-meta"> <span class="entry-comment-timestamp"><a class="js-bookmark-anchor-path" data-gtm-label="entry-recent-timestamp" href="https://b.hatena.ne.jp/prjpn/20250320#bookmark-4767791007300434241" itemprop="datePublished" content="2025-03-20T06:28:49Z" >2025/03/20</a></span> <span class="entry-comment-permalink"> <a data-gtm-label="entry-recent-permalink" href="/entry/4767791007300434241/comment/prjpn" itemprop="url" rel="">リンク</a> </span> <span class="list-star-container js-list-star-container"></span> <span class="twitter-click js-short-url-clicks"></span> </p> <div class="entry-comment-menus"> <div class="js-add-star-container add-star-container"></div> <div 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class="entry-notificationModal-image js-first-bookmark-animation"></div> <h3 class="entry-notificationModal-title"><span class="js-first-bookmark-count"></span>usersに達しました！</h3> <p class="entry-notificationModal-text"><span class="js-first-bookmarker-name"></span>さんが1番目にブックマークした記事「LLMにJSONやソース...」が注目されています。</p> <p class="entry-notificationModal-share-text">気持ちをシェアしよう</p> <a href="" target="_blank" rel="noopener" class="entry-notificationModal-share-button js-entry-notificationModal-share-button" data-gtm-click-label="first-bookmark-share-twitter"> ツイートする </a> <button type="button" class="entry-notificationModal-close js-modal-close-button"> <img class="entry-notificationModal-closeImage-pc" src="https://b.st-hatena.com/21bb37de101e3d895eac61554a1ca07012b63961/images/v4/public/entry/overlay-close-gray.svg" alt="閉じる"> <img class="entry-notificationModal-closeImage-sp" src="https://b.st-hatena.com/21bb37de101e3d895eac61554a1ca07012b63961/images/v4/public/entry/overlay-close.svg" alt="閉じる"> </button> </div> </div> </div> <div class="entry-aside"> <div class="entry-ad-pc-rectangle"> <div id="entry-rectangle-top-right"></div> </div> <section class="entry-about js-entry-about"> <h2 class="entry-about-title"><span class="js-entry-title">LLMにJSONやソースコードを出力させるStructured Generationの技術 - NTT Communications Engineers' Blog</span></h2> <a rel="nofollow" href="https://engineers.ntt.com/entry/202503-structured-generation/entry" class="js-entry-link is-hidden"></a> <p class="entry-about-description js-entry-about-description"> <span class="js-entry-description-short">こんにちは、イノベーションセンターの加藤です。この記事では、大規模言語モデル(LLM)にJSONやソースコ...<button type="button" class="js-entry-about-description-readmore entry-about-description-readmore" data-gtm-label="entry-about-readMore">概要を表示</button></span> <span class="js-entry-description-all is-hidden">こんにちは、イノベーションセンターの加藤です。この記事では、大規模言語モデル(LLM)にJSONやソースコードを正しく出力させるための生成手法であるStructured Generationについて紹介します。 Structured Generationとはパーサーを用いた制約手法正則言語とは正則言語のStructured Generation 文脈自由言語とは字句解析について正則言語+文脈自由言語のStructured Generation まとめ Structured Generationとは大規模言語モデル(LLM)はよくチャットボットとしての活用が目立ちますが、LLMの入出力を外部のプログラムに繋ぎ込むことでより高度な自然言語処理システムを作ることができます。例えば<a data-gtm-click-label="entry-summary-keyword" href="/q/openai">OpenAI</a>のCode Interpreter1はLLMを<a data-gtm-click-label="entry-summary-keyword" href="/q/Python">Python</a>の実行環境と接続することで、ユーザ</span> </p> <div class="entry-about-star"> <div class="js-list-star-container"></div> <div class="js-add-star-container add-star-container"></div> </div> <ul class="entry-tags"> <li><a href="/q/LLM" class="entry-tags-contents" data-gtm-label="entry-about-tags">LLM</a></li> <li><a href="/q/%E3%81%82%E3%81%A8%E3%81%A7%E8%AA%AD%E3%82%80" class="entry-tags-contents" data-gtm-label="entry-about-tags">あとで読む</a></li> <li><a href="/q/AI" class="entry-tags-contents" data-gtm-label="entry-about-tags">AI</a></li> <li><a href="/q/JSON" class="entry-tags-contents" 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id="template-drawer-body"> {{ #is_login_user }} <li class="drawer-loginMenu"> <a href="/{{ user_name }}/bookmark" class="drawer-loginMenu-username" data-gtm-click-label="drawer-header-username"><img src="{{ profile_image }}" alt="{{ user_name }}" /><span>{{ user_name }}</span></a> <button type="button" class="drawer-loginMenu-button js-notify-list-button notify" data-gtm-click-label="drawer-header-notify"> <span class="drawer-notify-count js-notify-count"></span> <span class="hide-text">通知</span> </button> <span role="link" class="drawer-loginMenu-button config"> <a href="/{{ user_name }}/config" data-gtm-click-label="drawer-header-config"><span class="hide-text">設定</span></a> </span> </li> {{ /is_login_user }} {{ #is_guest_user }} <li class="drawer-menu-item"> <a href="{{ login_url }}" rel="nofollow" data-gtm-click-label="drawer-guest-login"><span>ログイン</span></a> </li> <li class="drawer-menu-item"> <a href="/guide" rel="nofollow" data-gtm-click-label="drawer-guest-guide"> <span>はてなブックマークとは</span> </a> </li> {{ /is_guest_user }} <li class="drawer-notify-list js-drawer-notify-list is-loading"> <img src="https://b.st-hatena.com/21bb37de101e3d895eac61554a1ca07012b63961/images/v4/public/common/loading@2x.gif" class="notify-list-loading-image" alt="読み込み中" /> <iframe class="notify-list js-notify-list"></iframe> </li> <li class="drawer-menu-item"> <a href="/hotentry" data-gtm-click-label="drawer-menu-hotentry">人気エントリー</a> </li> <li class="drawer-menu-item"> <a href="/entrylist" data-gtm-click-label="drawer-menu-entrylist">新着エントリー</a> </li> {{ #is_login_user }} <li class="drawer-menu-item"> <a href="/add" data-gtm-click-label="drawer-menu-bookmarkadd">ブックマークを追加</a> </li> <li class="drawer-toggleMenu js-drawer-submenu is-open"> <button type="button" class="drawer-toggleMenu-label js-drawer-submenu-label">マイページ</button> <ul class="service-submenu"> <li class="service-submenu-item"> <a href="/{{ user_name }}/bookmark" data-gtm-click-label="drawer-mypage-mybookmark">マイブックマーク</a> </li> <li class="service-submenu-item"> <a href="/{{ user_name}}/unread_bookmark" data-gtm-click-label="drawer-mypage-unread">あとで読む</a> </li> <li class="service-submenu-item"> <a href="/{{ user_name }}/hotentry" data-gtm-click-label="drawer-mypage-myhotentry">マイホットエントリー</a> </li> <li class="service-submenu-item"> <a href="/{{ user_name }}/interest" data-gtm-click-label="drawer-mypage-interest">関心ワード</a> </li> <li class="service-submenu-item"> <a href="/{{ user_name }}/favorite" data-gtm-click-label="drawer-mypage-favorite">お気に入り</a> </li> </ul> </li> {{ /is_login_user }} <li class="drawer-toggleMenu js-drawer-submenu is-open"> <button type="button" class="drawer-toggleMenu-label js-drawer-submenu-label">カテゴリー</button> <ul class="service-submenu"> <li class="service-submenu-item"> <a href="/hotentry/general" data-gtm-click-label="drawer-category-general">一般</a> <a href="/hotentry/social" data-gtm-click-label="drawer-category-social">世の中</a> <a href="/hotentry/economics" data-gtm-click-label="drawer-category-economics">政治と経済</a> <a href="/hotentry/life" data-gtm-click-label="drawer-category-life">暮らし</a> <a href="/hotentry/knowledge" data-gtm-click-label="drawer-category-knowledge">学び</a> <a href="/hotentry/it" data-gtm-click-label="drawer-category-it">テクノロジー</a> <a href="/hotentry/fun" data-gtm-click-label="drawer-category-fun">おもしろ</a> <a href="/hotentry/entertainment" data-gtm-click-label="drawer-category-entertainment">エンタメ</a> <a href="/hotentry/game" data-gtm-click-label="drawer-category-game">アニメとゲーム</a> </li> </ul> </li> {{ #is_app_target }} <li class="drawer-toggleMenu js-drawer-submenu is-open"> <button type="button" class="drawer-toggleMenu-label js-drawer-submenu-label">アプリをダウンロード</button> <ul class="service-submenu"> {{ #is_ios }} <li class="service-submenu-item device-ios app-bookmark"> <a href="https://apps.apple.com/jp/app/hatenabukkumaku/id354976659?mt=8" data-gtm-click-label="drawer-app-ios">はてなブックマーク</a> </li> {{ /is_ios }} {{ #is_android }} <li class="service-submenu-item device-android app-bookmark"> <a href="https://play.google.com/store/apps/details?id=com.hatena.android.bookmark&referrer=utm_source%3Dbookmark_sp%26utm_campaign%3Dbookmark_sp_drawer&hl=ja" data-gtm-click-label="drawer-app-android">はてなブックマーク</a> </li> {{ /is_android }} </ul> </li> {{ /is_app_target }} </script> </div> <script id="valve-dmp" data-service="bookmark" src="//cdn.pool.st-hatena.com/valve/dmp.js" async></script> <div class="message-modal js-message-modal is-hidden auto-hide"> <div class="message-modal-message"> <p class="message-modal-message-text js-message-modal-message-text"></p> <button class="message-modal-btn js-message-modal-close-button">閉じる</button> </div> </div> <div class="footer"> <div class="footer-inner"> <div class="footer-inner-group footer-bookmark"> <h2 class="footer-title"><a href="/" data-gtm-label="footer-btop">はてなブックマーク</a></h2> <div class="footer-list-wrapper"> <ul class="footer-list footer-list--pc"> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/all" class="hotentry js-keyboard-openable" data-gtm-label="footerCategories-hotentry">総合</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/general" class="general js-keyboard-openable" data-gtm-label="footerCategories-general">一般</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/social" class="cat-social js-keyboard-openable" data-gtm-label="footerCategories-social">世の中</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/economics" class="cat-economics js-keyboard-openable" data-gtm-label="footerCategories-economics">政治と経済</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/life" class="cat-life js-keyboard-openable" data-gtm-label="footerCategories-life">暮らし</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/knowledge" class="cat-knowledge js-keyboard-openable" data-gtm-label="footerCategories-knowledge">学び</a></li> </ul> <ul class="footer-list footer-list--pc"> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/it" class="cat-it js-keyboard-openable" data-gtm-label="footerCategories-it">テクノロジー</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/entertainment" class="cat-entertainment js-keyboard-openable" data-gtm-label="footerCategories-entertainment">エンタメ</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/game" class="cat-game js-keyboard-openable" data-gtm-label="footerCategories-game">アニメとゲーム</a></li> <li class="footer-list-item js-keyboard-selectable-item"><a href="/hotentry/fun" class="cat-fun js-keyboard-openable" data-gtm-label="footerCategories-fun">おもしろ</a></li> 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