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Model: KnutJaegersberg/Tri-21B-Think-gguf
Source: Original Platform

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LICENSE

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+TRILLION LABS AI MODEL LICENSE AGREEMENT (Version 1.0)
+
+This License Agreement ("Agreement") is entered into between you ("Licensee") and Trillion Labs ("Licensor"), governing the use of the Trillion Labs AI Model series ("Model"). By downloading, installing, copying, or using the Model, you agree to comply with and be bound by the terms of this Agreement. If you do not agree to all the terms, you must not download, install, copy, or use the Model.
+
+1. Definitions
+
+   1.1 Model: The artificial intelligence model series provided by Licensor ("Tri-" series), including software, algorithms, machine learning models, and related components provided by Licensor, including all updates, enhancements, improvements, bug fixes, patches, or other modifications.
+
+   1.2 Derivatives: Modifications, alterations, enhancements, improvements, adaptations, or derivative works of the Model created by Licensee or third parties, including changes to the Model's architecture, parameters, data processing methods, or functionality.
+
+   1.3 Output: Any data, results, content, predictions, analyses, insights, or other materials generated by the Model or Derivatives, whether in original form or further processed or modified.
+
+   1.4 Licensor: Trillion Labs, the owner, developer, and provider of the Model, holding all rights, title, and interest in the Model.
+
+   1.5 Licensee: The individual or entity using or intending to use the Model under this Agreement.
+
+2. License Grant
+
+   2.1 Grant of License: Subject to the terms outlined herein, Licensor grants Licensee a limited, non-exclusive, non-transferable, worldwide, revocable license to:
+
+       a. Access, download, install, and use the Model for research purposes, including evaluation, testing, academic research, experimentation, and non-commercial competitions.
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+
+       c. Modify the Model and create Derivatives for research purposes. Derivatives must include "Tri-" followed by the original Model version in their names (e.g., "Tri-21B-xxx").
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+       e. Commercially use the Model or Derivatives only if Licensee's Monthly Active Users (MAU) are fewer than 1 million or Annual Recurring Revenue (ARR) is less than $10 million USD, and with explicit prior written approval from Licensor.
+
+   2.2 Scope of License: Any use beyond the explicitly stated permissions, particularly commercial use, requires a separate commercial license agreement approved in writing by Licensor.
+
+3. Restrictions
+
+   3.1 Commercial Use: Licensee exceeding the defined thresholds (≥1M MAU or ≥$10M ARR) must secure a separate commercial license from Licensor before commercial deployment.
+
+   3.2 Reverse Engineering: Licensee shall not reverse engineer, decompile, disassemble, or attempt to derive proprietary source code, underlying ideas, algorithms, or structure of the Model.
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+   3.4 Ethical Use: Licensee agrees to ethical and responsible use of the Model and Derivatives, avoiding generation or distribution of misleading, discriminatory, defamatory, harmful, or infringing content.
+
+4. Ownership
+
+   4.1 Intellectual Property: All rights, title, and interest in the Model, including modifications, Derivatives, and documentation, remain exclusively with Licensor.
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+5. No Warranty
+
+   5.1 "As-Is" Basis: The Model, Derivatives, and Output are provided "as-is" and "as-available," without warranties of any kind, express or implied, including merchantability, fitness for a particular purpose, accuracy, reliability, non-infringement, or warranties arising from usage or trade.
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+   7.1 Termination by Licensor: Licensor reserves the right to terminate this Agreement at any time, with or without cause, immediately upon notice, particularly in case of breach of Agreement terms.
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+
+8. Governing Law
+
+   8.1 This Agreement shall be governed by and construed under the laws of the State of California, without regard to conflict of law principles.
+
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+
+   9.1 Modifications: Licensor reserves the right to amend this Agreement at any time. Continued use of the Model constitutes acceptance of amendments.
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+
+By downloading, installing, or using the Trillion Labs AI Model, Licensee acknowledges that it has read, understood, and agrees to be bound by this Agreement.

README.md

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+---
+license: other
+license_name: trillion
+license_link: LICENSE
+tags:
+- finetuned
+- chat
+- reasoning
+language:
+- en
+- ko
+- ja
+pipeline_tag: text-generation
+library_name: transformers
+base_model:
+- trillionlabs/Tri-21B
+---
+
+
+The License for the Base Model Tri-21B is the trillion license in this repo, the think and think-preview versions are Apache 2.0. 
+
+<p align="center">
+<picture>
+  <img src="https://raw.githubusercontent.com/trillion-labs/.github/main/Tri-21B-Think.png" alt="Tri-21B-Think-Preview" style="width: 80%;">
+</picture>
+</p>
+
+## Introduction
+
+**Tri-21B-Think-Preview** is an intermediate checkpoint of [Tri-21B-Think](https://huggingface.co/trillionlabs/Tri-21B-Think), featuring mid-training context length expansion to 32K tokens and instruction tuning for chain-of-thought reasoning and tool use.
+
+### Model Specifications
+
+- Type: Causal Language Model (Reasoning-Enhanced)
+- Base Model: [Tri-21B](https://huggingface.co/trillionlabs/Tri-21B)
+- Architecture: Transformer Decoder with RoPE, SwiGLU, RMSNorm, and GQA
+- Number of Parameters: 20.73B
+- Number of Layers: 40
+- Number of Attention Heads: 32 (Query) / 8 (Key, Value)
+- Head Dimension: 160
+- Hidden Size: 5,120
+- Intermediate Size: 27,392
+- Context Length: 32,768 (up to 262,144 with YaRN)
+- Vocab Size: 124,416
+
+
+## Quickstart
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "trillionlabs/Tri-21B-Think-Preview"
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+prompt = "Solve the following step by step: What is the sum of the first 100 prime numbers?"
+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)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=4096,
+    temperature=0.6,
+    top_p=0.9
+)
+generated_ids = [
+    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
+]
+
+response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+print(response)
+```
+
+### vLLM & SGLang Deployment
+
+vLLM and SGLang support for Trillion Model is on the way. Stay tuned!
+
+
+## Fine-tuning Notes
+
+> **Note on `<think>` tags:** This model was trained without `<think>` and `</think>` as special tokens. They were added post-training for compatibility with reasoning parsers. If you plan to fine-tune this model, you'll need to modify `tokenizer_config.json` to avoid indexing errors.
+
+Replace tokens 123975 and 123976 in `tokenizer_config.json`:
+
+```json
+"123975": {
+  "content": "<|reserved_special_token_9|>",
+  "lstrip": false,
+  "normalized": false,
+  "rstrip": false,
+  "single_word": false,
+  "special": true
+},
+"123976": {
+  "content": "<|reserved_special_token_10|>",
+  "lstrip": false,
+  "normalized": false,
+  "rstrip": false,
+  "single_word": false,
+  "special": true
+}
+```
+
+
+## Evaluation
+
+| Category | Benchmark | Description | Tri-21B-Think-Preview |
+| :--- | :--- | :--- | :---: |
+| **Reasoning** | GPQA-Diamond | Graduate-level science questions across physics, chemistry, and biology (PhD-level) | 54 |
+| | AIME 2025 | American Invitational Mathematics Examination 2025 | 50.0 |
+| | MMLU-Pro | Massive Multitask Language Understanding with more answer choices and reasoning-focused questions | 65.19 |
+| | HLE | Humanity's Last Exam — 2,500 expert-level questions across 100+ subjects created by nearly 1,000 domain experts | 5.12 |
+| **Coding** | LiveCodeBench v6 | Competitive programming benchmark with problems sourced from recent programming contests | 48.57 |
+| | SciCode | Code generation across 338 subproblems in 16 natural science fields drawn from real research workflows | 18 |
+| **Instruction Following** | IFEval | Tests ability to follow precise formatting and output constraint instructions | 84.05 |
+| | IFBench | Evaluates generalization to novel, verifiable output constraints not seen during training (Allen AI) | 51.02 |
+| **Agentic** | TAU2-Bench (Telecom) | Dual-control conversational benchmark where both agent and user use tools to resolve telecom scenarios (Sierra) | 93 |
+| | AA-LCR | Long-context reasoning over multiple documents at 10K–100K tokens (Artificial Analysis) | 15 |
+| | AA-Omniscience | Factual reliability across 6,000 questions in 42 subtopics, penalizing hallucinations (Artificial Analysis) | -48.55 |
+| **Korean** | KMMLU-Pro | 2,822 questions from 14 Korean National Professional Licensure exams (LG AI Research) | 54.18 |
+| | CLIcK | 1,995 Korean cultural and linguistic knowledge questions sourced from official exams and textbooks (KAIST) | 77.94 |
+| | KoBALT | Korean linguistic understanding across syntax, semantics, pragmatics, phonetics, and morphology (SNU) | 47.29 |
+
+
+## Limitations
+
+- **Language Support**: Optimized for English, Korean, and Japanese. Other languages may show degraded performance.
+- **Knowledge Cutoff**: February 2025.
+- **Intermediate Checkpoint**: See [Tri-21B-Think](https://huggingface.co/trillionlabs/Tri-21B-Think) for the final model.
+
+## License
+This model is licensed under the [Apache 2.0 License](https://www.apache.org/licenses/LICENSE-2.0).
+
+## Contact
+For inquiries: [info@trillionlabs.co](mailto:info@trillionlabs.co)

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