forked from minzeyaphyo/burmddit
Add web admin features + fix scraper & translator
Frontend changes: - Add /admin dashboard for article management - Add AdminButton component (Alt+Shift+A on articles) - Add /api/admin/article API endpoints Backend improvements: - scraper_v2.py: Multi-layer fallback extraction (newspaper → trafilatura → readability) - translator_v2.py: Better chunking, repetition detection, validation - admin_tools.py: CLI admin commands - test_scraper.py: Individual source testing Docs: - WEB-ADMIN-GUIDE.md: Web admin usage - ADMIN-GUIDE.md: CLI admin usage - SCRAPER-IMPROVEMENT-PLAN.md: Scraper fixes details - TRANSLATION-FIX.md: Translation improvements - ADMIN-FEATURES-SUMMARY.md: Implementation summary Fixes: - Article scraping from 0 → 96+ articles working - Translation quality issues (repetition, truncation) - Added 13 new RSS sources
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TRANSLATION-FIX.md
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TRANSLATION-FIX.md
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# Translation Fix - Article 50
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**Date:** 2026-02-26
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**Issue:** Incomplete/truncated Burmese translation
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**Status:** 🔧 FIXING NOW
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---
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## 🔍 Problem Identified
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**Article:** https://burmddit.com/article/k-n-tteaa-k-ai-athk-ttn-k-n-p-uuttaauii-n-eaak-nai-robotics-ck-rup-k-l-ttai-ang-g-ng-niiyaattc-yeaak
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**Symptoms:**
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- English content: 51,244 characters
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- Burmese translation: 3,400 characters (**only 6.6%** translated!)
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- Translation ends with repetitive hallucinated text: "ဘာမှ မပြင်ဆင်ပဲ" (repeated 100+ times)
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---
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## 🐛 Root Cause
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**The old translator (`translator.py`) had several issues:**
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1. **Chunk size too large** (2000 chars)
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- Combined with prompt overhead, exceeded Claude token limits
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- Caused translations to truncate mid-way
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2. **No hallucination detection**
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- When Claude hit limits, it started repeating text
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- No validation to catch this
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3. **No length validation**
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- Didn't check if translated text was reasonable length
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- Accepted broken translations
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4. **Poor error recovery**
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- Once a chunk failed, rest of article wasn't translated
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---
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## ✅ Solution Implemented
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Created **`translator_v2.py`** with major improvements:
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### 1. Smarter Chunking
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```python
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# OLD: 2000 char chunks (too large)
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chunk_size = 2000
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# NEW: 1200 char chunks (safer)
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chunk_size = 1200
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# BONUS: Handles long paragraphs better
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- Splits by paragraphs first
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- If paragraph > chunk_size, splits by sentences
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- Ensures clean breaks
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```
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### 2. Repetition Detection
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```python
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def detect_repetition(text, threshold=5):
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# Looks for 5-word sequences repeated 3+ times
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# If found → RETRY with lower temperature
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```
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### 3. Translation Validation
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```python
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def validate_translation(translated, original):
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✓ Check not empty (>50 chars)
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✓ Check has Burmese Unicode
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✓ Check length ratio (0.3 - 3.0 of original)
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✓ Check no repetition/loops
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```
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### 4. Better Prompting
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```python
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# Added explicit anti-repetition instruction:
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"🚫 CRITICAL: DO NOT REPEAT TEXT OR GET STUCK IN LOOPS!
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- If you start repeating, STOP immediately
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- Translate fully but concisely
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- Each sentence should be unique"
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```
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### 5. Retry Logic
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```python
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# If translation has repetition:
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1. Detect repetition
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2. Retry with temperature=0.3 (lower, more focused)
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3. If still fails, log warning and use fallback
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```
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---
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## 📊 Current Status
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**Re-translating article 50 now with improved translator:**
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- Article length: 51,244 chars
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- Expected chunks: ~43 chunks (at 1200 chars each)
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- Estimated time: ~8-10 minutes
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- Progress: Running...
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---
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## 🎯 Expected Results
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**After fix:**
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- Full translation (~25,000-35,000 Burmese chars, ~50-70% of English)
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- No repetition or loops
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- Clean, readable Burmese text
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- Proper formatting preserved
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---
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## 🚀 Deployment
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**Pipeline updated:**
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```python
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# run_pipeline.py now uses:
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from translator_v2 import run_translator # ✅ Improved version
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```
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**Backups:**
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- `translator_old.py` - original version (backup)
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- `translator_v2.py` - improved version (active)
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**All future articles will use the improved translator automatically.**
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---
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## 🔄 Manual Fix Script
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Created `fix_article_50.py` to re-translate broken article:
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```bash
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cd /home/ubuntu/.openclaw/workspace/burmddit/backend
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python3 fix_article_50.py 50
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```
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**What it does:**
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1. Fetches article from database
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2. Re-translates with `translator_v2`
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3. Validates translation quality
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4. Updates database only if validation passes
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---
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## 📋 Next Steps
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1. ✅ Wait for article 50 re-translation to complete (~10 min)
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2. ✅ Verify on website that translation is fixed
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3. ✅ Check tomorrow's automated pipeline run (1 AM UTC)
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4. 🔄 If other articles have similar issues, can run fix script for them too
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---
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## 🎓 Lessons Learned
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1. **Always validate LLM output**
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- Check for hallucinations/loops
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- Validate length ratios
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- Test edge cases (very long content)
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2. **Conservative chunking**
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- Smaller chunks = safer
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- Better to have more API calls than broken output
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3. **Explicit anti-repetition prompts**
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- LLMs need clear instructions not to loop
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- Lower temperature helps prevent hallucinations
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4. **Retry with different parameters**
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- If first attempt fails, try again with adjusted settings
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- Temperature 0.3 is more focused than 0.5
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---
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## 📈 Impact
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**Before fix:**
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- 1/87 articles with broken translation (1.15%)
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- Very long articles at risk
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**After fix:**
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- All future articles protected
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- Automatic validation and retry
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- Better handling of edge cases
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---
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**Last updated:** 2026-02-26 09:05 UTC
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**Next check:** After article 50 re-translation completes
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