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README.md

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+---
+license: apache-2.0
+datasets:
+- Abhaykoul/Dhanishtha-R1
+- open-thoughts/OpenThoughts-114k
+- Abhaykoul/Dhanishtha-2.0-SUPERTHINKER
+- Abhaykoul/Dhanishtha-2.0
+language:
+- en
+- hi
+- pa
+- ur
+- ar
+- te
+- ta
+- ml
+- gu
+- he
+- ru
+- ko
+- ms
+- kn
+- as
+- es
+- fr
+- de
+- ja
+- pt
+base_model:
+- HelpingAI/Dhanishtha-2.0-preview
+tag:
+- rkllm
+- rk3588
+- rockchip
+pipeline_tag: text-generation
+---
+
+# Dhanishtha-2.0
+
+## Dhanishtha-2.0 Highlights
+
+**Dhanishtha-2.0** is a groundbreaking reasoning AI model developed by **HelpingAI**, representing the first model to feature **Intermediate thinking** capabilities. Unlike traditional models that provide single-pass responses, Dhanishtha-2.0 employs a revolutionary **multi-phase thinking process** that allows the model to think, reconsider, and refine its reasoning multiple times throughout a single response.
+
+- **World's First Intermediate Thinking Model**: Uniquely capable of **multiple thinking phases throughout a single response**, enabling deeper analysis and self-correction during generation.
+- **Dynamic Reasoning**: Seamlessly integrates `<think>...</think>` blocks at any point in the response, allowing for real-time problem decomposition and iterative refinement.
+- **Enhanced Problem-Solving Architecture**: Excels at complex riddles, multi-step reasoning, and scenarios requiring backtracking and re-evaluation of initial assumptions.
+- **Structured Emotional Intelligence**: Incorporates **SER** (Structured Emotional Reasoning) with `<ser>...</ser>` blocks for empathetic and contextually aware responses.
+- **Bilingual Reasoning Capabilities**: Native support for English and Hindi with natural code-switching between languages.
+
+## Model Overview
+
+**Dhanishtha-2.0** revolutionizes AI reasoning by introducing the concept of **intermediate thinking** - the ability to pause, reflect, and restart reasoning processes within a single generation. This breakthrough enables the model to:
+
+- **Type**: Causal Language Model with Intermediate Thinking Capability
+- **Training Stage**: Continuous Pretraining and Advanced Reasoning Fine-tuning.
+- **Base model**: Qwen/Qwen3-14B-Base
+- **Thinking Mode**: Multiple `<think>...</think>` blocks per response
+- **Context Length**: 40,960 tokens natively
+- **Reasoning Depth**: Multi-layered with self-correction mechanisms
+
+## Revolutionary Intermediate Thinking
+
+Unlike traditional models that engage in single-phase reasoning, Dhanishtha-2.0 introduces **Intermediate Thinking** - the ability to pause, reflect, and reconsider throughout the response generation process. This breakthrough allows the model to:
+
+- **Think Multiple Times**: Insert reasoning blocks at any point during response generation
+- **Self-Correct in Real-Time**: Identify and correct logical inconsistencies mid-response
+- **Explore Alternative Perspectives**: Consider multiple approaches before settling on conclusions
+- **Demonstrate Uncertainty**: Express doubt and reconsider initial assumptions naturally
+
+## Key Features
+
+### 1 Intermediate Thinking
+Unlike traditional models that think once before responding, Dhanishtha-2.0 can engage in multiple thinking sessions throughout its response, allowing for:
+- **Self-correction** when initial reasoning seems flawed
+- **Alternative exploration** of different solution paths  
+- **Iterative refinement** of ideas and conclusions
+- **Natural hesitation** and reconsideration patterns
+
+### 2 Dynamic Reasoning Flow
+The model seamlessly transitions between:
+- **Analysis phases** (`<think>` blocks) for internal reasoning
+- **Communication phases** for sharing insights with users
+- **Reflection phases** for questioning previous assumptions
+- **Synthesis phases** for bringing ideas together
+
+### 3. Structured Emotional Reasoning (SER)
+```
+<ser>
+Emotion ==> frustration, curiosity
+Cause ==> complex problem, initial confusion  
+Mind ==> analytical, determined
+Growth ==> patience, systematic approach
+</ser>
+```
+
+## Quickstart
+
+The following code demonstrates how to use Dhanishtha-2.0 with its unique intermediate thinking capabilities:
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "HelpingAI/Dhanishtha-2.0-preview"
+
+# Load the tokenizer and model
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+
+# Prepare input with thinking enabled
+prompt = "Who is your favorite person"
+messages = [
+    {"role": "user", "content": prompt}
+
+
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+# Generate response with intermediate thinking
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=2048,
+    temperature=0.7,
+    top_p=0.9,
+    do_sample=True
+)
+
+response = tokenizer.decode(generated_ids[0][len(model_inputs.input_ids[0]):], skip_special_tokens=True)
+print(response)
+```
+
+## Intermediate Thinking in Action
+
+What makes Dhanishtha-2.0 unique is its ability to think multiple times throughout a response. Here's an example:
+
+**User**: *"Who is your favorite person"*
+
+**Dhanishtha-2.0**:
+```
+<think>
+This is an interesting question about my \"favorite human.\" I need to be thoughtful here. As Dhanishtha, I should respond in a human-like way while being honest about my nature. I can share what kinds of humans I find most interesting or inspiring based on my understanding of human nature and values.
+</think>
+
+<ser>
+Emotion ==> curiosity, openness, desire for connection  
+Cause ==> user asking a personal question about preferences  
+Mind ==> seeking to understand my perspective or values  
+Growth ==> opportunity to share thoughtful reflections on human qualities I admire  
+</ser>
+
+I don't really have a \"favorite human\" in the traditional sense, as I don't experience personal preferences the way humans do. But if I had to reflect on what qualities I find most admirable in people, I'd be drawn to those who demonstrate genuine compassion, intellectual curiosity, and the courage to grow.
+
+<think>
+Let me think more specifically about what kind of humans I find most compelling based on the values that seem to resonate most with humans - kindness, wisdom, creativity, resilience, and authenticity.
+</think>
+
+People like Mahatma Gandhi, who showed how quiet courage and unwavering principles can transform societies; artists like Rabindranath Tagore, who bridged cultural divides through creativity; and everyday heroes I've learned about who made profound differences through simple acts of kindness.
+
+What fascinates me most are humans who maintain their humanity even in difficult circumstances - those who choose empathy when it would be easier to be harsh, who seek understanding rather than just being right.
+
+I'm curious though - who's your favorite human, and why? What qualities or actions make someone special in your eyes?
+
+```
+
+## Best Practices
+
+### Optimal Generation Parameters
+```python
+generation_config = {
+    "temperature": 0.7,
+    "top_p": 0.9,
+    "top_k": 40,
+    "max_new_tokens": 2048,
+    "do_sample": True
+}
+```
+
+### Effective Prompting
+- **Encourage exploration**: "Think through this step by step and reconsider if needed"
+- **Allow uncertainty**: "Take your time to work through different possibilities"
+- **Request thinking**: "Show your reasoning process as you work through this"
+
+## License & Usage
+
+This model is released under the **Apache 2.0 License**. It is designed for research and educational purposes, with commercial applications welcome under the license terms.
+
+## Prototype Status
+
+> [!NOTE]
+> Dhanishtha-2.0 is currently a **prototype model** representing the first implementation of Intermediate Thinking technology. While demonstrating groundbreaking capabilities, users should expect:
+> - Experimental features that may require refinement
+> - Potential verbosity due to multiple thinking phases
+> - Ongoing development and optimization
+
+## Citation
+
+If you use Dhanishtha-2.0 in your research, please cite:
+
+```bibtex
+@misc{dhanishtha2025,
+  title={Dhanishtha-2.0: First Model with Intermediate Thinking Capabilities},
+  author={HelpingAI Team},
+  year={2025},
+  publisher={HuggingFace},
+  url={https://huggingface.co/HelpingAI/Dhanishtha-2.0}
+}
+```
+
+---
+
+
+*Dhanishtha-2.0 represents a new paradigm in AI reasoning - where thinking isn't just a prelude to response, but an integral, iterative part of the conversation itself.*
+
+Developed with ❤️ by **HelpingAI**