Update README.md

README.md

@@ -1,69 +1,294 @@
 ---
 license: mit
 task_categories:
-- text-generation
-- question-answering
-- image-text-to-text
+  - text-generation
+  - question-answering
+  - image-text-to-text
 language:
-- en
+  - en
 tags:
-- DeepSWE
-- code
-- coding
-- programming
-- SWE
-- SWE-bench
-- py
-- js
-- ts
-- java
-- cpp
-- rust
-- rs
-- go
-- reasoning
-- reason
-- SWE-smith
-- gym
-- agentic
-- agent
-- english
+  - DeepSWE
+  - code
+  - coding
+  - programming
+  - SWE
+  - SWE-bench
+  - py
+  - js
+  - ts
+  - java
+  - cpp
+  - rust
+  - rs
+  - go
+  - reasoning
+  - reason
+  - SWE-smith
+  - gym
+  - agentic
+  - agent
+  - english
 size_categories:
-- 10K<n<100K
+  - 10K<n<100K
 ---
-# Dataset Description
 
-This dataset is a heavily filtered version of all the SWE-bench/SWE-smith-lang datasets (expect php) merged together (originally 88,118 rows total), it aims to improve benchmark results on DeepSWE-style problems, benchmarks, and general coding skills.
+<div style="font-family: 'Inter', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; border-radius: 24px; overflow: hidden; background: #0d0a1a; box-shadow: 0 20px 50px -12px rgba(168,85,247,0.3); margin-bottom: 36px; border: 1px solid rgba(168,85,247,0.22);">
+  <div style="position: relative; background: radial-gradient(120% 140% at 85% -10%, #a855f7 0%, #6d28d9 22%, #1e1033 55%, #0d0a1a 100%); padding: 40px 34px 34px;">
+    <div style="display: flex; align-items: center; gap: 11px; margin-bottom: 22px;">
+      <div style="width: 38px; height: 38px; border-radius: 50%; background: radial-gradient(circle at 35% 30%, #f3e8ff, #a855f7 55%, #5b21b6); box-shadow: 0 0 22px rgba(192,132,252,0.7), inset 0 0 8px rgba(255,255,255,0.4);"></div>
+      <span style="color: #e9d5ff; font-weight: 800; font-size: 14px; letter-spacing: 2px; text-transform: uppercase;">MoreThought</span>
+      <span style="margin-left: auto; background: rgba(15,23,42,0.55); border: 1px solid rgba(192,132,252,0.4); color: #d8b4fe; font-size: 10px; font-weight: 800; padding: 6px 13px; border-radius: 30px; letter-spacing: 1.2px; text-transform: uppercase; backdrop-filter: blur(6px);">DeepSWE Filtered Merge</span>
+    </div>
+    <h1 style="margin: 0; font-size: 33px; line-height: 1.12; font-weight: 850; color: #ffffff; border: none; letter-spacing: -0.6px;">
+      SWE-bench × SWE-smith <span style="color:#d8b4fe;">DeepSWE Filter</span>
+    </h1>
+    <p style="margin: 10px 0 0; font-size: 15px; color: #e9d5ff; font-weight: 600; max-width: 640px; line-height: 1.55;">
+      A heavily filtered merge of the <b>SWE-bench / SWE-smith-lang</b> datasets — concentrated on complex, long-context code problems and engineered to push DeepSWE-style benchmark results and general coding capability.
+    </p>
+  </div>
+  <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(150px, 1fr)); gap: 1px; background: rgba(168,85,247,0.16);">
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">88,118</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">Source Rows</div>
+    </div>
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">≈94 KB</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">Avg Row Size</div>
+    </div>
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">6.12 GB</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">Total Size</div>
+    </div>
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">7</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">Languages</div>
+    </div>
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">EN</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">Language</div>
+    </div>
+    <div style="background: #0d0a1a; padding: 18px 16px;">
+      <div style="font-size: 24px; font-weight: 850; color: #c084fc;">MIT</div>
+      <div style="font-size: 11px; color: #a78bfa; font-weight: 600; margin-top: 3px; text-transform: uppercase; letter-spacing: 0.6px;">License</div>
+    </div>
+  </div>
+</div>
 
-It is specifically filtered for rows with complex/long code problems in the original datasets, having an average row size of around 94kb and a total size of 6.12GB
+<div style="font-family: 'Inter', -apple-system, sans-serif; border-radius: 18px; background: linear-gradient(180deg, #faf5ff 0%, #ffffff 100%); border: 1px solid #e9d5ff; padding: 26px 28px; margin-bottom: 30px;">
+  <div style="display: inline-flex; align-items: center; gap: 8px; background: #ede9fe; color: #6d28d9; font-weight: 800; font-size: 12px; padding: 6px 14px; border-radius: 30px; letter-spacing: 0.5px; margin-bottom: 16px;">🔮 WHAT IS THIS DATASET?</div>
+  <p style="margin: 0 0 12px; font-size: 14px; color: #3b0764; line-height: 1.7;">
+    This dataset is a <b>heavily filtered merge</b> of all the SWE-bench / SWE-smith-lang datasets (except PHP), originally <b>88,118 rows</b> combined. It is purpose-built to improve benchmark results on <b>DeepSWE-style problems</b>, coding benchmarks, and general coding skills.
+  </p>
+  <p style="margin: 0; font-size: 14px; color: #3b0764; line-height: 1.7;">
+    Filtering specifically keeps rows with <b>complex / long code problems</b>, producing an average row size of around <b>94 KB</b> and a total size of <b>6.12 GB</b> — dense, long-context software-engineering signal rather than broad but shallow coverage.
+  </p>
+</div>
 
-### Dataset Details
+<div style="font-family: 'Inter', -apple-system, sans-serif; display: grid; grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); gap: 14px; margin-bottom: 36px;">
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #a855f7; box-shadow: 0 4px 14px -6px rgba(168,85,247,0.25);">
+    <div style="font-size: 22px;">📦</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Source Pool</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">88,118 rows merged from all SWE-bench / SWE-smith-lang datasets (except PHP).</div>
+  </div>
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #8b5cf6; box-shadow: 0 4px 14px -6px rgba(139,92,246,0.25);">
+    <div style="font-size: 22px;">🧩</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Complexity Filter</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">Rows selected specifically for complex, long-code software engineering problems.</div>
+  </div>
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #7c3aed; box-shadow: 0 4px 14px -6px rgba(124,58,237,0.25);">
+    <div style="font-size: 22px;">⚡</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Row Density</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">≈94 KB average row size — long-context, repo-scale content per example.</div>
+  </div>
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #a855f7; box-shadow: 0 4px 14px -6px rgba(168,85,247,0.25);">
+    <div style="font-size: 22px;">📏</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Total Size</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">6.12 GB of filtered, high-density software engineering data.</div>
+  </div>
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #8b5cf6; box-shadow: 0 4px 14px -6px rgba(139,92,246,0.25);">
+    <div style="font-size: 22px;">🌐</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Coverage</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">7 languages: Python, Go, Rust, TypeScript, JavaScript, C++, and Java.</div>
+  </div>
+  <div style="border-radius: 16px; padding: 20px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #7c3aed; box-shadow: 0 4px 14px -6px rgba(124,58,237,0.25);">
+    <div style="font-size: 22px;">🎯</div>
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin: 8px 0 5px;">Target Use</div>
+    <div style="font-size: 13px; color: #57534e; line-height: 1.55;">DeepSWE-style benchmarks, coding agents, and long-context coding training.</div>
+  </div>
+</div>
 
-- **Curated by:** MoreThought
-- **Funded by:** MoreThought
-- **Shared by:** MoreThought
-- **License:** MIT
+## Dataset Overview
 
-### Dataset Sources
+<div style="font-family: 'Inter', -apple-system, sans-serif; display: flex; flex-direction: column; gap: 14px; margin-bottom: 30px;">
+  <div style="border-radius: 14px; overflow: hidden; background: #fff; border: 1px solid #e9d5ff;">
+    <div style="background: linear-gradient(90deg, #a855f7, #7c3aed); padding: 13px 18px; color: #fff; font-weight: 800; font-size: 14px;">🧩 1.1 · Heavily Filtered Merge</div>
+    <div style="padding: 16px 18px; font-size: 13px; color: #44403c; line-height: 1.7;">
+      All SWE-bench / SWE-smith-lang datasets are merged together (<b>88,118 rows originally</b>, PHP excluded), then heavily filtered down to the rows that matter most for hard coding tasks. The result keeps depth over breadth: fewer, richer examples with an average row size of ~94 KB.
+    </div>
+  </div>
+  <div style="border-radius: 14px; overflow: hidden; background: #fff; border: 1px solid #e9d5ff;">
+    <div style="background: linear-gradient(90deg, #8b5cf6, #6d28d9); padding: 13px 18px; color: #fff; font-weight: 800; font-size: 14px;">🧠 1.2 · Built for DeepSWE-Style Problems</div>
+    <div style="padding: 16px 18px; font-size: 13px; color: #44403c; line-height: 1.7;">
+      The filter is tuned specifically for <b>complex / long code problems</b> — the kind of repo-scale, multi-file reasoning that drives DeepSWE-style benchmarks. Use it to strengthen general coding capability, long-context coding behavior, and agentic software engineering performance.
+      <div style="margin-top: 12px; background: #faf5ff; border-left: 4px solid #a855f7; padding: 12px 14px; border-radius: 0 8px 8px 0; color: #5b21b6;">
+        <b>Key point:</b> this is not a raw dump of the source datasets — it is a curated, complexity-focused subset designed for maximum training signal per row.
+      </div>
+    </div>
+  </div>
+  <div style="border-radius: 14px; overflow: hidden; background: #fff; border: 1px solid #e9d5ff;">
+    <div style="background: linear-gradient(90deg, #7c3aed, #5b21b6); padding: 13px 18px; color: #fff; font-weight: 800; font-size: 14px;">🧬 1.3 · Verified Provenance</div>
+    <div style="padding: 16px 18px; font-size: 13px; color: #44403c; line-height: 1.7;">
+      Curated, funded, and shared by <b>MoreThought</b>. All rows originate from the official SWE-bench / SWE-smith language repositories (Python, Go, Rust, TypeScript, JavaScript, C++, Java) and follow the methodology of the SWE-smith paper. Released under the <b>MIT license</b>.
+    </div>
+  </div>
+</div>
 
-- **Repositorys:**
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-py
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-go
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-rs
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-ts
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-js
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-cpp
-- https://huggingface.co/datasets/SWE-bench/SWE-smith-java
-- 
-- **Paper:**
-- https://huggingface.co/papers/2504.21798
+## Core Metrics
 
-## Uses
+<div style="font-family: 'Inter', -apple-system, sans-serif; border-radius: 16px; overflow: hidden; background: #fff; border: 1px solid #e9d5ff; margin-bottom: 30px;">
+  <div style="background: #2e1065; padding: 14px 18px; color: #e9d5ff; font-weight: 850; font-size: 14px; letter-spacing: 0.4px;">🔮 Dataset Statistics</div>
+  <table style="width: 100%; border-collapse: collapse; font-size: 13px;">
+    <tbody>
+      <tr style="background: #faf5ff;"><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Original merged rows</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917; font-weight: 700;">88,118</td></tr>
+      <tr><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Filtered row size category</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917;">10K &lt; n &lt; 100K</td></tr>
+      <tr style="background: #faf5ff;"><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Average row size</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917;">≈94 KB</td></tr>
+      <tr><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Total dataset size</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917;">6.12 GB</td></tr>
+      <tr style="background: #faf5ff;"><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Programming languages</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917;">7 (py, go, rs, ts, js, cpp, java)</td></tr>
+      <tr><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; font-weight: 700; color: #44403c;">Excluded source</td><td style="padding: 13px 18px; border-bottom: 1px solid #ede9fe; color: #1c1917;">PHP</td></tr>
+      <tr style="background: #faf5ff;"><td style="padding: 13px 18px; font-weight: 700; color: #44403c;">License</td><td style="padding: 13px 18px; color: #1c1917; font-weight: 700;">MIT</td></tr>
+    </tbody>
+  </table>
+</div>
 
-- Improving benchmark results
+## Language Coverage
 
-- Improving general coding capabilities
+<div style="font-family: 'Inter', -apple-system, sans-serif; display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 14px; margin-bottom: 30px;">
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">🐍 Python</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">py</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-py: Python software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">🐹 Go</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">go</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-go: Go software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">🦀 Rust</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">rs</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-rs: Rust software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">🟦 TypeScript</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">ts</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-ts: TypeScript software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">🟨 JavaScript</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">js</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-js: JavaScript software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">⚙️ C++</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">cpp</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-cpp: C++ software engineering problems.</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #faf5ff; border: 1px solid #e9d5ff;">
+    <div style="display:flex; justify-content:space-between; align-items:baseline;">
+      <span style="font-size: 13px; font-weight: 850; color: #5b21b6;">☕ Java</span>
+      <span style="font-size: 18px; font-weight: 850; color: #7c3aed;">java</span>
+    </div>
+    <div style="height:6px; border-radius:6px; background:#ede9fe; margin:8px 0;"><div style="height:6px; width:100%; border-radius:6px; background:linear-gradient(90deg,#a855f7,#7c3aed);"></div></div>
+    <div style="font-size: 12px; color: #78716c; line-height: 1.5;">SWE-smith-java: Java software engineering problems.</div>
+  </div>
+</div>
 
-- Training software engineering/coding agents
+## Suggested Use Cases
 
-- Improving long-context coding
+<div style="font-family: 'Inter', -apple-system, sans-serif; display: grid; grid-template-columns: repeat(auto-fit, minmax(225px, 1fr)); gap: 14px; margin-bottom: 30px;">
+  <div style="border-radius: 14px; padding: 17px; background: #fff; border: 1px solid #e9d5ff; border-left: 4px solid #a855f7;">
+    <b style="color: #5b21b6; font-size:13px;">📈 Improving Benchmark Results</b>
+    <p style="font-size: 12px; color: #57534e; line-height: 1.6; margin:6px 0 0;">Push scores on DeepSWE-style problems and general coding benchmarks with complexity-focused training rows.</p>
+  </div>
+  <div style="border-radius: 14px; padding: 17px; background: #fff; border: 1px solid #e9d5ff; border-left: 4px solid #8b5cf6;">
+    <b style="color: #5b21b6; font-size:13px;">🧠 General Coding Capability</b>
+    <p style="font-size: 12px; color: #57534e; line-height: 1.6; margin:6px 0 0;">Strengthen overall software engineering skills with hard, realistic, multi-file coding problems.</p>
+  </div>
+  <div style="border-radius: 14px; padding: 17px; background: #fff; border: 1px solid #e9d5ff; border-left: 4px solid #7c3aed;">
+    <b style="color: #5b21b6; font-size:13px;">🤖 Training SWE / Coding Agents</b>
+    <p style="font-size: 12px; color: #57534e; line-height: 1.6; margin:6px 0 0;">Build agentic coders and gym-style environments backed by authentic repo-scale tasks.</p>
+  </div>
+  <div style="border-radius: 14px; padding: 17px; background: #fff; border: 1px solid #e9d5ff; border-left: 4px solid #a855f7;">
+    <b style="color: #5b21b6; font-size:13px;">📚 Long-Context Coding</b>
+    <p style="font-size: 12px; color: #57534e; line-height: 1.6; margin:6px 0 0;">Improve long-context coding behavior with rows averaging ~94 KB of code and problem context.</p>
+  </div>
+  <div style="border-radius: 14px; padding: 17px; background: #fff; border: 1px solid #e9d5ff; border-left: 4px solid #8b5cf6;">
+    <b style="color: #5b21b6; font-size:13px;">🧪 Reasoning & Research</b>
+    <p style="font-size: 12px; color: #57534e; line-height: 1.6; margin:6px 0 0;">Study complex code reasoning across 7 languages with a curated, high-difficulty problem pool.</p>
+  </div>
+</div>
+
+## Dataset Sources
+
+<div style="font-family: 'Inter', -apple-system, sans-serif; border-radius: 16px; overflow: hidden; background: #faf5ff; border: 1px solid #e9d5ff; margin-bottom: 30px;">
+  <div style="background: linear-gradient(90deg, #7c3aed, #5b21b6); padding: 14px 18px; color: #fff; font-weight: 850; font-size: 14px;">🧬 Repositories & Paper</div>
+  <div style="padding: 18px; font-size: 13px; color: #44403c; line-height: 1.75;">
+    <b style="color: #5b21b6;">Repositories:</b>
+    <ul style="margin: 8px 0 14px; padding-left: 20px;">
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-py" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-py</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-go" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-go</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-rs" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-rs</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-ts" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-ts</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-js" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-js</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-cpp" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-cpp</a></li>
+      <li><a href="https://huggingface.co/datasets/SWE-bench/SWE-smith-java" style="color: #7c3aed; font-weight: 600;">SWE-bench/SWE-smith-java</a></li>
+    </ul>
+    <b style="color: #5b21b6;">Paper:</b>
+    <ul style="margin: 8px 0 0; padding-left: 20px;">
+      <li><a href="https://huggingface.co/papers/2504.21798" style="color: #7c3aed; font-weight: 600;">SWE-smith paper (2504.21798)</a></li>
+    </ul>
+  </div>
+</div>
+
+## 🏷️ Dataset Details
+
+<div style="font-family: 'Inter', -apple-system, sans-serif; display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 14px; margin-bottom: 30px;">
+  <div style="border-radius: 14px; padding: 18px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #a855f7;">
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin-bottom: 6px;">Curated by</div>
+    <div style="font-size: 13px; color: #57534e;">MoreThought</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #8b5cf6;">
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin-bottom: 6px;">Funded by</div>
+    <div style="font-size: 13px; color: #57534e;">MoreThought</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #7c3aed;">
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin-bottom: 6px;">Shared by</div>
+    <div style="font-size: 13px; color: #57534e;">MoreThought</div>
+  </div>
+  <div style="border-radius: 14px; padding: 18px; background: #fff; border: 1px solid #e9d5ff; border-top: 4px solid #6d28d9;">
+    <div style="font-weight: 850; color: #5b21b6; font-size: 12px; text-transform: uppercase; letter-spacing: 0.7px; margin-bottom: 6px;">License</div>
+    <div style="font-size: 13px; color: #57534e;">MIT</div>
+  </div>
+</div>
+
+<div align="center" style="font-family:'Inter',sans-serif; margin-top:28px; color:#a8a29e; font-size:12px;">
+🔮 Crafted by <b style="color:#7c3aed;">MoreThought</b> — deep code, distilled.
+</div>