---
license: cc-by-nd-4.0
language:
- fa
- en
- ar
tags:
- 500x
- chat
- reasoning
- JibayAi
- evaluation 
- benchmark
- persian
- english
- arabic
- artificial intelligence
task_categories:
- text-generation
pretty_name: PRCC-BENCH
size_categories:
- n<1K
paperswithcode_id: pprc-bench
configs:

- config_name: fa
  data_files:
  - split: test
    path: PPRC-Bench-FA-JibayAi-500x.json

- config_name: en
  data_files:
  - split: test
    path: PPRC-Bench-EN-JibayAi-500x.json

- config_name: ar
  data_files:
  - split: test
    path: PPRC-Bench-AR-JibayAi-500x.json

- config_name: all
  data_files:
  - split: test
    path: PRCC-BENCH-NO.csv
---

# PRCC-BENCH

<p align="center">
  <img src="https://jibay.ir/uploads/news/2c7b341670a38bf338f35bd224660958.png" width="100%">
</p>

<div align="center">

# Persian Reasoning, Comprehension, Conversation Benchmark

### Developed by Jibay Ai

Persian Benchmark for Evaluating Understanding, Reasoning, Question Answering, Information Extraction, Instruction Following and Analysis.

</div>

---

# About

PRCC-BENCH is a large-scale Persian benchmark developed by **Jibay Ai** to evaluate real-world capabilities of language models.

Unlike traditional benchmarks that mainly focus on memorization or factual recall, PRCC-BENCH evaluates whether a model can truly:

- Understand
- Reason
- Answer questions
- Extract information
- Follow instructions
- Analyze complex situations

The benchmark aims to provide a practical and realistic measurement of Persian language intelligence.

---

# Benchmark Information

| Property | Value |
|---|---|
| Name | PRCC-BENCH |
| Organization | Jibay Ai |
| Language | Persian |
| Version | 1.0.0 |
| Total Questions | 500 |
| Scoring | +5 Correct |
| Incorrect | 0 |
| Blank | 0 |
| Evaluation | Exact + Semantic |

---

# Evaluation Categories

## 1. Comprehension

Measures whether a model truly understands language.

Capabilities:

- Context understanding
- Event tracking
- Entity understanding
- Reference resolution
- Passage comprehension
- Multi-step understanding

Examples:

- Identify actors
- Understand actions
- Detect context relationships
- Interpret meaning

---

## 2. Reasoning

Measures logical thinking ability.

Capabilities:

- Deduction
- Cause and effect
- Multi-step reasoning
- Temporal reasoning
- Consistency

Examples:

- Infer hidden conclusions
- Connect multiple facts
- Solve contextual tasks

---

## 3. Question Answering

Measures:

- Accuracy
- Completeness
- Precision
- Context awareness

Task types:

- Direct QA
- Contextual QA
- Implicit answers
- Multi-part questions

---

## 4. Information Extraction

Measures:

- Entity extraction
- Number extraction
- Fact retrieval
- Relationship understanding
- Context filtering

Examples:

- Extract important details
- Ignore irrelevant information

---

## 5. Instruction Following

Measures:

- Obeying requirements
- Exact formatting
- Rule execution
- Constraint handling

Examples:

- Structured output
- Following conditions
- Response discipline

---

## 6. Analysis

Measures:

- Deep understanding
- Comparison
- Problem decomposition
- Conclusion generation

Examples:

- Analytical reasoning
- Evidence comparison

---

# Scoring System

| Result | Score |
|---|---|
| Correct | +5 |
| Incorrect | 0 |
| Blank | 0 |
| Near Match | 0 |

Rule:

Only fully correct responses receive points.

---

# Judging Modes

## Exact Match

Normalization includes:

- Spaces
- Persian digits
- Punctuation

Comparison occurs after normalization.

---

## Semantic Match

Answers are accepted only if meaning remains fully equivalent.

---

## List Exact

All required information must exist.

---

## Order Exact

Required order must remain preserved.

---

# Intended Use Cases

PRCC-BENCH may be used for:

- AI Evaluation
- LLM Benchmarking
- Academic Research
- Product Testing
- Regression Testing
- Persian Model Comparison
- Quality Assurance

---

# Philosophy

Understanding > Memorization

Reasoning > Pattern Matching

Execution > Generation

---

# License

This project is licensed under:

## CC BY-ND

Creative Commons Attribution — No Derivatives

Permission granted:

✅ Use  
✅ Evaluate  
✅ Publish Results  
✅ Compare Models  
✅ Share Benchmark  

Conditions:

- Attribution must remain visible.
- Original benchmark identity must remain unchanged.

Additional Project Policy:

- Modifying PRCC-BENCH is not authorized for official distribution.
- Publishing altered versions as official releases is not permitted.
- Publishing under another benchmark identity is not recognized as an official release.
- Official upgrades and official benchmark publications are reserved exclusively for Jibay Ai.

---

# Citation

If you use PRCC-BENCH:

PRCC-BENCH

Developed by Jibay Ai

---

# فارسی

## معرفی

PRCC-BENCH یک بنچمارک زبان فارسی توسعه‌یافته توسط **Jibay Ai** است.

هدف این پروژه ارزیابی توانایی واقعی مدل‌های هوش مصنوعی در انجام وظایف زبانی و تحلیلی است.

این بنچمارک بر موارد زیر تمرکز دارد:

- درک
- استدلال
- سوال و جواب
- استخراج اطلاعات
- پیروی از دستورات
- تحلیل

---

# مشخصات

| ویژگی | مقدار |
|---|---|
| نام | PRCC-BENCH |
| توسعه‌دهنده | Jibay Ai |
| زبان | فارسی |
| نسخه | 1.0.0 |
| تعداد سوال | 500 |
| امتیاز پاسخ صحیح | 5 |
| پاسخ غلط | 0 |
| ارزیابی | دقیق + معنایی |

---

# بخش‌های ارزیابی

## درک

سنجش توانایی مدل در:

- فهم متن
- دنبال کردن رویداد
- تشخیص ارجاع
- درک رابطه‌ها

---

## استدلال

بررسی:

- منطق
- علت و معلول
- تحلیل چندمرحله‌ای
- نتیجه‌گیری

---

## سوال و جواب

ارزیابی:

- دقت
- کامل بودن
- وابستگی به متن

---

## استخراج اطلاعات

بررسی:

- استخراج موجودیت
- استخراج عدد
- تشخیص اطلاعات مهم

---

## پیروی از دستورات

بررسی:

- رعایت محدودیت
- اجرای دقیق
- حفظ ساختار

---

## تحلیل

بررسی:

- تجزیه مسئله
- مقایسه
- استنتاج

---

# سیستم امتیازدهی

پاسخ صحیح: ۵

سایر حالت‌ها: ۰

فقط پاسخ کاملاً صحیح امتیاز دریافت می‌کند.

---

# مجوز

این پروژه تحت مجوز:

## CC BY-ND

منتشر شده است.

همه افراد و سازمان‌ها مجاز هستند:

✅ استفاده کنند  
✅ ارزیابی انجام دهند  
✅ نتایج منتشر کنند  
✅ مقایسه انجام دهند  

اما:

❌ هیچ شخص یا سازمانی اجازه تغییر یا ارتقاء نسخه رسمی را ندارد.

❌ انتشار نسخه تغییر یافته به عنوان نسخه رسمی مجاز نیست.

❌ انتشار با نام دیگر به عنوان نسخه رسمی مجاز نیست.

✅ حق توسعه نسخه رسمی، ارتقاء و انتشارات رسمی فقط متعلق به Jibay Ai است.

---

PRCC-BENCH

by jibay.ir