# 大規模言語モデル（LLM）チュートリアル

最新のLLMを発見し、Unslothを使ってモデルをローカルで実行・ファインチューニングして最適な性能を引き出す方法を学びましょう。

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-cover data-type="image">カバー画像</th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><a href="/pages/b1345d93eb2f70a681e5a0bf731e28a576f0f428">Qwen3.6</a></td><td><a href="/files/c5361b789c19cdbd217acbbd7b9c7dc782fa68e9">/files/c5361b789c19cdbd217acbbd7b9c7dc782fa68e9</a></td><td><a href="/pages/b1345d93eb2f70a681e5a0bf731e28a576f0f428">/pages/b1345d93eb2f70a681e5a0bf731e28a576f0f428</a></td></tr><tr><td><a href="/pages/693bc7a2f22dcaf0c6bc0818f2076196fe331fa7">Gemma 4</a></td><td><a href="/files/5c025ea67488709e0da4213cf7efa8b7695e2dee">/files/5c025ea67488709e0da4213cf7efa8b7695e2dee</a></td><td><a href="/pages/693bc7a2f22dcaf0c6bc0818f2076196fe331fa7">/pages/693bc7a2f22dcaf0c6bc0818f2076196fe331fa7</a></td></tr><tr><td><a href="/pages/664bab64c0c5cdbe1a11fa3ba21ffe4c16cf0f52">Unsloth API エンドポイント</a></td><td><a href="/files/3dd856b45237ca244d802e9e4692647d86e01397">/files/3dd856b45237ca244d802e9e4692647d86e01397</a></td><td><a href="/pages/664bab64c0c5cdbe1a11fa3ba21ffe4c16cf0f52">/pages/664bab64c0c5cdbe1a11fa3ba21ffe4c16cf0f52</a></td></tr><tr><td><a href="/pages/3b841dc831ba1d1cd9a579d65ec4951bca9c1e85">Nemotron 3 Nano Omni</a></td><td><a href="/files/2823aa2d16c0189f222cbff8459ad0a444c8bab0">/files/2823aa2d16c0189f222cbff8459ad0a444c8bab0</a></td><td><a href="/pages/3b841dc831ba1d1cd9a579d65ec4951bca9c1e85">/pages/3b841dc831ba1d1cd9a579d65ec4951bca9c1e85</a></td></tr><tr><td><a href="/pages/ba28d5a94414d9422f453043c0cb720721211a60">Kimi K2.6</a></td><td><a href="/files/b0dea37a9a6933c70d40b7cb3ff9e91ddd461137">/files/b0dea37a9a6933c70d40b7cb3ff9e91ddd461137</a></td><td><a href="/pages/ba28d5a94414d9422f453043c0cb720721211a60">/pages/ba28d5a94414d9422f453043c0cb720721211a60</a></td></tr><tr><td><a href="/pages/0af04e20683a2825742edd360e0a15913f42c5a8">Qwen3.5</a></td><td><a href="/files/34af489df5eaefd3740c0f35191f40565e0fba02">/files/34af489df5eaefd3740c0f35191f40565e0fba02</a></td><td><a href="/pages/0af04e20683a2825742edd360e0a15913f42c5a8">/pages/0af04e20683a2825742edd360e0a15913f42c5a8</a></td></tr><tr><td><a href="/pages/d5ea4312f45148d1f1e8083c9c508a3ee23914a4">Mistral 3.5</a></td><td><a href="/files/b0048b162dceb6deec704d377da279747a6c3a83">/files/b0048b162dceb6deec704d377da279747a6c3a83</a></td><td><a href="/pages/d5ea4312f45148d1f1e8083c9c508a3ee23914a4">/pages/d5ea4312f45148d1f1e8083c9c508a3ee23914a4</a></td></tr><tr><td><a href="/pages/e02293ea19a4c81500c51201ca5896a12ead136c">Granite 4.1</a></td><td><a href="/files/f6d461ff7e46b7f210d0aab17187dda1efd0bf7b">/files/f6d461ff7e46b7f210d0aab17187dda1efd0bf7b</a></td><td><a href="/pages/e02293ea19a4c81500c51201ca5896a12ead136c">/pages/e02293ea19a4c81500c51201ca5896a12ead136c</a></td></tr><tr><td><a href="/pages/bbfe7c6edcb58685ec7cf51092f2663c6c435010">GLM-5.1</a></td><td><a href="/files/77ec16ec3a82bc3f28cf72f1a951b8e3899667a9">/files/77ec16ec3a82bc3f28cf72f1a951b8e3899667a9</a></td><td><a href="/pages/bbfe7c6edcb58685ec7cf51092f2663c6c435010">/pages/bbfe7c6edcb58685ec7cf51092f2663c6c435010</a></td></tr><tr><td><a href="/pages/30aa264fb1374e73acfe9203ecfdbd4556a9335b">MiniMax-2.7</a></td><td><a href="/files/3b2e39be34166e43af7df4b629fbac31265f6137">/files/3b2e39be34166e43af7df4b629fbac31265f6137</a></td><td><a href="/pages/30aa264fb1374e73acfe9203ecfdbd4556a9335b">/pages/30aa264fb1374e73acfe9203ecfdbd4556a9335b</a></td></tr><tr><td><a href="/pages/511d3548745f95b53d7c4df809a4aeb55f219840">Unsloth Studio: LLM を実行 + 学習</a></td><td><a href="/files/6f9bd8756f0a3f98794c328fd564faae84ee7bec">/files/6f9bd8756f0a3f98794c328fd564faae84ee7bec</a></td><td><a href="/pages/511d3548745f95b53d7c4df809a4aeb55f219840">/pages/511d3548745f95b53d7c4df809a4aeb55f219840</a></td></tr><tr><td><a href="/pages/02308e9ea4a5db5c78449b60faccc937a081527a">NVIDIA-Nemotron-3</a></td><td><a href="/files/bc78dbbb5d990a0646418365b6bf3e3d25d8d770">/files/bc78dbbb5d990a0646418365b6bf3e3d25d8d770</a></td><td><a href="/pages/02308e9ea4a5db5c78449b60faccc937a081527a">/pages/02308e9ea4a5db5c78449b60faccc937a081527a</a></td></tr><tr><td><a href="/pages/5d12825037ce6a6f7dbf0360c12a373f136dfaf1">GLM-5</a></td><td><a href="/files/597ca6373fbc3c4f5c86acd0ee34490009fa44f6">/files/597ca6373fbc3c4f5c86acd0ee34490009fa44f6</a></td><td><a href="/pages/5d12825037ce6a6f7dbf0360c12a373f136dfaf1">/pages/5d12825037ce6a6f7dbf0360c12a373f136dfaf1</a></td></tr><tr><td><a href="/pages/ee610b22aa43d29d8415fd27eb7de15ba88f7385">Claude Code</a></td><td><a href="/files/ee3854a06a22e2e05d00b450b1900c84b8e26317">/files/ee3854a06a22e2e05d00b450b1900c84b8e26317</a></td><td><a href="/pages/ee610b22aa43d29d8415fd27eb7de15ba88f7385">/pages/ee610b22aa43d29d8415fd27eb7de15ba88f7385</a></td></tr><tr><td><a href="/pages/c87896ff7159620f4c01bb39fe9df1fd1a55274e">OpenAI Codex</a></td><td><a href="/files/dd7f63ba7d07d39bc79371593b82582ebfb426f8">/files/dd7f63ba7d07d39bc79371593b82582ebfb426f8</a></td><td><a href="/pages/c87896ff7159620f4c01bb39fe9df1fd1a55274e">/pages/c87896ff7159620f4c01bb39fe9df1fd1a55274e</a></td></tr><tr><td><a href="/pages/051e934a3c33af7cc4b8bd92b687148f8f65e39e">MiniMax-2.5</a></td><td><a href="/files/e3b9e030097e08925e5402c9d4738e8e37b35915">/files/e3b9e030097e08925e5402c9d4738e8e37b35915</a></td><td><a href="/pages/051e934a3c33af7cc4b8bd92b687148f8f65e39e">/pages/051e934a3c33af7cc4b8bd92b687148f8f65e39e</a></td></tr><tr><td><a href="/pages/983a60d2a135fd088443d0cba9213375b211e188">Qwen3-Coder-Next</a></td><td><a href="/files/e5de9c42f6c6b92866e20761f1a12e6fe88fc7ee">/files/e5de9c42f6c6b92866e20761f1a12e6fe88fc7ee</a></td><td><a href="/pages/983a60d2a135fd088443d0cba9213375b211e188">/pages/983a60d2a135fd088443d0cba9213375b211e188</a></td></tr><tr><td><a href="/pages/17c4f4f0107699d7b64bfeb4b34d427df32a68f9">Kimi K2.5</a></td><td><a href="/files/67a69d92371e158e5732cb6baae17dd472c564e1">/files/67a69d92371e158e5732cb6baae17dd472c564e1</a></td><td><a href="/pages/17c4f4f0107699d7b64bfeb4b34d427df32a68f9">/pages/17c4f4f0107699d7b64bfeb4b34d427df32a68f9</a></td></tr><tr><td><a href="/pages/f7d04e17a76834c8a0c837ec4aee9d3d64c1c9db">DeepSeek-OCR 2</a></td><td><a href="/files/79ccf1779427fc9b0ee736ac0e3e2faaf0139e9e">/files/79ccf1779427fc9b0ee736ac0e3e2faaf0139e9e</a></td><td><a href="/pages/f7d04e17a76834c8a0c837ec4aee9d3d64c1c9db">/pages/f7d04e17a76834c8a0c837ec4aee9d3d64c1c9db</a></td></tr><tr><td><a href="/pages/68cc5d489fe86eefb1bb9cd2e351bcdb90866b49">GLM-4.7-Flash</a></td><td><a href="/files/e8531a0c5e0bf78c36187b939068afdfbc538b4d">/files/e8531a0c5e0bf78c36187b939068afdfbc538b4d</a></td><td><a href="/pages/68cc5d489fe86eefb1bb9cd2e351bcdb90866b49">/pages/68cc5d489fe86eefb1bb9cd2e351bcdb90866b49</a></td></tr><tr><td><a href="/pages/a3a6dc010c538ced0d9db88c169b13882b595c54">Qwen-Image-2512</a></td><td><a href="/files/10e408fcbce05c96a9faf2887ab1a408f19d1510">/files/10e408fcbce05c96a9faf2887ab1a408f19d1510</a></td><td><a href="/pages/a3a6dc010c538ced0d9db88c169b13882b595c54">/pages/a3a6dc010c538ced0d9db88c169b13882b595c54</a></td></tr><tr><td><a href="/pages/6b8d31fd5301efc60f6ff33d32a66c700ccee8ba">Nemotron 3</a></td><td><a href="/files/0c2b36529d6a550928e59c34c7b105720464fa77">/files/0c2b36529d6a550928e59c34c7b105720464fa77</a></td><td><a href="/pages/6b8d31fd5301efc60f6ff33d32a66c700ccee8ba">/pages/6b8d31fd5301efc60f6ff33d32a66c700ccee8ba</a></td></tr><tr><td><a href="/pages/c590d523e85962de32ad10f332254fb7ec5aa904">FunctionGemma</a></td><td><a href="/files/64008feb8f23cdfa9655e11da4c4c718f21df35e">/files/64008feb8f23cdfa9655e11da4c4c718f21df35e</a></td><td><a href="/pages/c590d523e85962de32ad10f332254fb7ec5aa904">/pages/c590d523e85962de32ad10f332254fb7ec5aa904</a></td></tr><tr><td><a href="/pages/41930a9c7687512da264c245376cdad995638965">Qwen3-VL</a></td><td><a href="/files/d7a3121e6451889f849c47fbcf5bb2aae96e3084">/files/d7a3121e6451889f849c47fbcf5bb2aae96e3084</a></td><td><a href="/pages/41930a9c7687512da264c245376cdad995638965">/pages/41930a9c7687512da264c245376cdad995638965</a></td></tr><tr><td><a href="/pages/f6ca689c1f955e7e2dc3b6b42bebc940f63a0c1a">DeepSeek-OCR</a></td><td><a href="/files/6a9fc86b4b949a225d988abab4d260fd9c83383c">/files/6a9fc86b4b949a225d988abab4d260fd9c83383c</a></td><td><a href="/pages/f6ca689c1f955e7e2dc3b6b42bebc940f63a0c1a">/pages/f6ca689c1f955e7e2dc3b6b42bebc940f63a0c1a</a></td></tr><tr><td><a href="/pages/9b0e240cf2bdb4a30b27c7da0e841fea208c5864">gpt-oss を実行</a></td><td><a href="/files/8ad41ea27a2cee47f95696d117260819554ea8dd">/files/8ad41ea27a2cee47f95696d117260819554ea8dd</a></td><td><a href="/pages/9b0e240cf2bdb4a30b27c7da0e841fea208c5864">/pages/9b0e240cf2bdb4a30b27c7da0e841fea208c5864</a></td></tr><tr><td><a href="/pages/d09407ea18ce3f2ae1895fad1fea42fea44a7084">Ministral 3</a></td><td><a href="/files/f18e293872302bfe8a1cec545ca0e5762fdc6182">/files/f18e293872302bfe8a1cec545ca0e5762fdc6182</a></td><td><a href="/pages/d09407ea18ce3f2ae1895fad1fea42fea44a7084">/pages/d09407ea18ce3f2ae1895fad1fea42fea44a7084</a></td></tr><tr><td><a href="/pages/d33b81014bee91e7c28cf5f645d19f717568e403">Kimi K2 Thinking</a></td><td><a href="/files/363e9d746f73d8e73fe082dcf31072ad84c7d3f7">/files/363e9d746f73d8e73fe082dcf31072ad84c7d3f7</a></td><td><a href="/pages/d33b81014bee91e7c28cf5f645d19f717568e403">/pages/d33b81014bee91e7c28cf5f645d19f717568e403</a></td></tr><tr><td><a href="/pages/01cdfed2f29f2821ff712fcb0ccb837f8ba4baf3">Vision Reinforcement Learning</a></td><td><a href="/files/0835b1ba1cfc6aa9ce0746489501d2155d4d77c0">/files/0835b1ba1cfc6aa9ce0746489501d2155d4d77c0</a></td><td><a href="/pages/01cdfed2f29f2821ff712fcb0ccb837f8ba4baf3">/pages/01cdfed2f29f2821ff712fcb0ccb837f8ba4baf3</a></td></tr><tr><td><a href="/pages/1076a52a5c3ebf51b7a9fff0968fcea31aee4df1">DeepSeek-V3.1</a> Terminus</td><td><a href="/files/b6edae02bd20dd89838f23165b9fa8367ce9a664">/files/b6edae02bd20dd89838f23165b9fa8367ce9a664</a></td><td><a href="/pages/1076a52a5c3ebf51b7a9fff0968fcea31aee4df1">/pages/1076a52a5c3ebf51b7a9fff0968fcea31aee4df1</a></td></tr><tr><td><a href="/pages/14947b7a6d6c50557f1e971fcfb24aa4e19eeb01">Qwen3 Coder</a></td><td><a href="/files/16c6067d85a46b1ddf6d5bf00ebea4b113800ba9">/files/16c6067d85a46b1ddf6d5bf00ebea4b113800ba9</a></td><td><a href="/pages/14947b7a6d6c50557f1e971fcfb24aa4e19eeb01">/pages/14947b7a6d6c50557f1e971fcfb24aa4e19eeb01</a></td></tr><tr><td><a href="/pages/9dc29758d13fc58c1ce64028cb44358ca432b625">gpt-oss をファインチューニング</a></td><td><a href="/files/193c38c3494e12980eed1ed04a9f855b27b397ac">/files/193c38c3494e12980eed1ed04a9f855b27b397ac</a></td><td><a href="/pages/9dc29758d13fc58c1ce64028cb44358ca432b625">/pages/9dc29758d13fc58c1ce64028cb44358ca432b625</a></td></tr><tr><td><a href="/pages/8df1f0c90d5752fe77400c0eb7e1397df03d993c">Magistral 1.2</a></td><td><a href="/files/df88f94ff0898dc76d50dc230e943f486bca6731">/files/df88f94ff0898dc76d50dc230e943f486bca6731</a></td><td><a href="/pages/8df1f0c90d5752fe77400c0eb7e1397df03d993c">/pages/8df1f0c90d5752fe77400c0eb7e1397df03d993c</a></td></tr><tr><td><a href="/pages/51b993bab9cf405fd074014ca3dba97ff1a1ac56">Gemma 3n</a></td><td><a href="/files/e81a0533d3f92f5b58d04c493cfe9033a08646ba">/files/e81a0533d3f92f5b58d04c493cfe9033a08646ba</a></td><td><a href="/pages/51b993bab9cf405fd074014ca3dba97ff1a1ac56">/pages/51b993bab9cf405fd074014ca3dba97ff1a1ac56</a></td></tr><tr><td><a href="/pages/b2a04bf177dc4438c58a13a8bff973ff4b9d1cf8"><strong>Qwen3-2507</strong></a></td><td><a href="/files/6730745dfc768efdfd1404a55e4a8843b155d21a">/files/6730745dfc768efdfd1404a55e4a8843b155d21a</a></td><td><a href="/pages/b2a04bf177dc4438c58a13a8bff973ff4b9d1cf8">/pages/b2a04bf177dc4438c58a13a8bff973ff4b9d1cf8</a></td></tr><tr><td><a href="/pages/25a2638b85cdb3aec85d94e5705fb8ee19a1daab">DeepSeek-R1-0528</a></td><td><a href="/files/4b9cebb0109a67553666ea90f389f727e0f2cc91">/files/4b9cebb0109a67553666ea90f389f727e0f2cc91</a></td><td><a href="/pages/25a2638b85cdb3aec85d94e5705fb8ee19a1daab">/pages/25a2638b85cdb3aec85d94e5705fb8ee19a1daab</a></td></tr><tr><td><a href="/pages/d33b81014bee91e7c28cf5f645d19f717568e403">Kimi K2</a></td><td><a href="/files/57e2411b1ea077a4a347323732aa7a4a3cd877cd">/files/57e2411b1ea077a4a347323732aa7a4a3cd877cd</a></td><td><a href="/pages/d33b81014bee91e7c28cf5f645d19f717568e403">/pages/d33b81014bee91e7c28cf5f645d19f717568e403</a></td></tr><tr><td><a href="/pages/31e0b99ff41cc424049d2d4d44d650fb271d0392">Devstral 2507</a></td><td><a href="/files/29eeecb54d30f72c68f5571025698e18203b1f08">/files/29eeecb54d30f72c68f5571025698e18203b1f08</a></td><td><a href="/pages/31e0b99ff41cc424049d2d4d44d650fb271d0392">/pages/31e0b99ff41cc424049d2d4d44d650fb271d0392</a></td></tr><tr><td><a href="/pages/2356c4886c1153e7e0c3288e404d25e96bc02144">Blackwell と RTX 50 GPU でファインチューニング</a></td><td><a href="/files/d350390d6ed780040fc19212a731d08f372ddd04">/files/d350390d6ed780040fc19212a731d08f372ddd04</a></td><td><a href="/pages/2356c4886c1153e7e0c3288e404d25e96bc02144">/pages/2356c4886c1153e7e0c3288e404d25e96bc02144</a></td></tr><tr><td><a href="/pages/abcb971ab51a2b38849d11fcae86c3a06fbca382">TTS ファインチューニング</a></td><td><a href="/files/3aef61bc4b92ae452785863ecb092c0d3a3c18bc">/files/3aef61bc4b92ae452785863ecb092c0d3a3c18bc</a></td><td><a href="/pages/abcb971ab51a2b38849d11fcae86c3a06fbca382">/pages/abcb971ab51a2b38849d11fcae86c3a06fbca382</a></td></tr><tr><td><a href="/pages/def6c4e623d8ca4355a9f45aa124675d9b1bc37e">Qwen3</a></td><td><a href="/files/d1eb63c8ecbd35e05e05dda16d381e4975a5bffc">/files/d1eb63c8ecbd35e05e05dda16d381e4975a5bffc</a></td><td><a href="/pages/def6c4e623d8ca4355a9f45aa124675d9b1bc37e">/pages/def6c4e623d8ca4355a9f45aa124675d9b1bc37e</a></td></tr><tr><td><a href="/pages/9fceb033f7114c1fe5f72941ba83dc6ec92b8a1d">Phi-4 推論</a></td><td><a href="/files/2a535bdc85ef6711ea95bf9960503f39e66ccac1">/files/2a535bdc85ef6711ea95bf9960503f39e66ccac1</a></td><td><a href="/pages/9fceb033f7114c1fe5f72941ba83dc6ec92b8a1d">/pages/9fceb033f7114c1fe5f72941ba83dc6ec92b8a1d</a></td></tr><tr><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">Dynamic 2.0 GGUF</a></td><td><a href="/files/f420a29dacb33817a690def9cf5e2300feea08d8">/files/f420a29dacb33817a690def9cf5e2300feea08d8</a></td><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs</a></td></tr><tr><td><a href="/pages/49c5cefd40453c244bfe13e6bac549a8d476c3c8">Llama 4</a></td><td><a href="/files/5991258f22787c2f4231d7c3c1b91d4906ba9b7f">/files/5991258f22787c2f4231d7c3c1b91d4906ba9b7f</a></td><td><a href="/pages/49c5cefd40453c244bfe13e6bac549a8d476c3c8">/pages/49c5cefd40453c244bfe13e6bac549a8d476c3c8</a></td></tr><tr><td><a href="/pages/762541362c9823bb63ea9e0ca527832550a99694">DeepSeek-V3-0324</a></td><td><a href="/files/4e5b7d6ab5989eed903c706d5dcdabd6a29657a2">/files/4e5b7d6ab5989eed903c706d5dcdabd6a29657a2</a></td><td><a href="/pages/762541362c9823bb63ea9e0ca527832550a99694">/pages/762541362c9823bb63ea9e0ca527832550a99694</a></td></tr><tr><td><a href="/pages/4e9f2261069b3d110ae7851ab15866b1a06c1a2a">Grok 2</a></td><td><a href="/files/e6e8488217286f5f53a440296fe53b0fdbc42a89">/files/e6e8488217286f5f53a440296fe53b0fdbc42a89</a></td><td><a href="/pages/4e9f2261069b3d110ae7851ab15866b1a06c1a2a">/pages/4e9f2261069b3d110ae7851ab15866b1a06c1a2a</a></td></tr><tr><td><a href="/pages/6248d03dd6d5a8cecb057bb4c904aa6596097dcb">Gemma 3</a></td><td><a href="/files/cda9cadb3366665d80a9909ed484deaa61245d6c">/files/cda9cadb3366665d80a9909ed484deaa61245d6c</a></td><td><a href="/pages/6248d03dd6d5a8cecb057bb4c904aa6596097dcb">/pages/6248d03dd6d5a8cecb057bb4c904aa6596097dcb</a></td></tr><tr><td><a href="/pages/d22cc824eafc19900f391f15f9dc0e258f4479a3">QwQ-32B</a></td><td><a href="/files/5d4d3cd54441a9e42395ee8ee995178307c0ad9b">/files/5d4d3cd54441a9e42395ee8ee995178307c0ad9b</a></td><td><a href="/pages/d22cc824eafc19900f391f15f9dc0e258f4479a3">/pages/d22cc824eafc19900f391f15f9dc0e258f4479a3</a></td></tr><tr><td><a href="/pages/551e9305c991b8df9f92f34988ae3d56b2fd8357">DeepSeek-R1</a></td><td><a href="/files/e3759dcc939dc8b8f3bbf9e68c4eb9275118f0b8">/files/e3759dcc939dc8b8f3bbf9e68c4eb9275118f0b8</a></td><td><a href="/pages/551e9305c991b8df9f92f34988ae3d56b2fd8357">/pages/551e9305c991b8df9f92f34988ae3d56b2fd8357</a></td></tr><tr><td><a href="/pages/2e1ff161b8dd839d98df40642b2647753c4a80e4">強化学習（RL）</a></td><td><a href="/files/d3bfd8ac1663b8c89d0287ab59f44ec715adf5f3">/files/d3bfd8ac1663b8c89d0287ab59f44ec715adf5f3</a></td><td><a href="/pages/db5a7a83b913f48723eb2d7a67636b192c105cd3">/pages/db5a7a83b913f48723eb2d7a67636b192c105cd3</a></td></tr><tr><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">Mistral Small 3.1</a></td><td><a href="/files/c47daa63fa1c83abc88b3ec524e75020f5816229">/files/c47daa63fa1c83abc88b3ec524e75020f5816229</a></td><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">https://www.unsloth.ai/blog/mistral-small-3.1</a></td></tr><tr><td><a href="/pages/f46773a93603b1da44e6319f55fd3b900d7700fc">Llama 3</a></td><td><a href="/files/33bb8e2b7bcf8bcf92616e3759a1bd929fff59db">/files/33bb8e2b7bcf8bcf92616e3759a1bd929fff59db</a></td><td><a href="/pages/f46773a93603b1da44e6319f55fd3b900d7700fc">/pages/f46773a93603b1da44e6319f55fd3b900d7700fc</a></td></tr><tr><td><a href="/pages/4c4214eb859e3837d4cc099505565e44dba70ac2">Vision ファインチューニング</a></td><td><a href="/files/b3c9bd05590bc0abdf9131458a3e238884cce544">/files/b3c9bd05590bc0abdf9131458a3e238884cce544</a></td><td><a href="/pages/4c4214eb859e3837d4cc099505565e44dba70ac2">/pages/4c4214eb859e3837d4cc099505565e44dba70ac2</a></td></tr><tr><td><a href="/pages/ad4913741729d4d5c70b84903c80ad8fa330db35">継続事前学習</a></td><td><a href="/files/8fea791a72171c689542fc04c29e2b85d547f009">/files/8fea791a72171c689542fc04c29e2b85d547f009</a></td><td><a href="/pages/ad4913741729d4d5c70b84903c80ad8fa330db35">/pages/ad4913741729d4d5c70b84903c80ad8fa330db35</a></td></tr><tr><td><a href="https://unsloth.ai/blog/llama3-3">Llama 3.3</a></td><td><a href="/files/dac7688b5a3a41b63dbff9a72b71efeb657b4387">/files/dac7688b5a3a41b63dbff9a72b71efeb657b4387</a></td><td><a href="https://unsloth.ai/blog/llama3-3">https://unsloth.ai/blog/llama3-3</a></td></tr><tr><td><a href="https://unsloth.ai/blog/gemma2">Gemma 2</a></td><td><a href="/files/f670b995c5399e42e5e8706b928cde7c046a89e2">/files/f670b995c5399e42e5e8706b928cde7c046a89e2</a></td><td><a href="https://unsloth.ai/blog/gemma2">https://unsloth.ai/blog/gemma2</a></td></tr><tr><td><a href="https://unsloth.ai/blog/phi3">Phi-3</a></td><td><a href="/files/4104ff613c7a30e98daba2a8a8092297645f7a53">/files/4104ff613c7a30e98daba2a8a8092297645f7a53</a></td><td><a href="https://unsloth.ai/blog/phi3">https://unsloth.ai/blog/phi3</a></td></tr></tbody></table>


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://unsloth.ai/docs/jp/moderu/tutorials.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
