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Multi-super-128K

Transformers

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fhai50032 commited on Apr 2

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 library_name: transformers
-tags: []
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-# Model Card for Model ID
-<!-- Provide a quick summary of what the model is/does. -->
-## Model Details
-### Model Description
-<!-- Provide a longer summary of what this model is. -->
-This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
-- **Developed by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Model type:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-- **Finetuned from model [optional]:** [More Information Needed]
-### Model Sources [optional]
-<!-- Provide the basic links for the model. -->
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
-## Uses
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-### Direct Use
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-[More Information Needed]
-### Downstream Use [optional]
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-[More Information Needed]
-### Out-of-Scope Use
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-[More Information Needed]
-## Bias, Risks, and Limitations
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-[More Information Needed]
-### Recommendations
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
-## How to Get Started with the Model
-Use the code below to get started with the model.
-[More Information Needed]
-## Training Details
-### Training Data
-<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-[More Information Needed]
-### Training Procedure
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-#### Preprocessing [optional]
-[More Information Needed]
-#### Training Hyperparameters
-- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
-#### Speeds, Sizes, Times [optional]
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-[More Information Needed]
-## Evaluation
-<!-- This section describes the evaluation protocols and provides the results. -->
-### Testing Data, Factors & Metrics
-#### Testing Data
-<!-- This should link to a Dataset Card if possible. -->
-[More Information Needed]
-#### Factors
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-[More Information Needed]
-#### Metrics
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-[More Information Needed]
-### Results
-[More Information Needed]
-#### Summary
-## Model Examination [optional]
-<!-- Relevant interpretability work for the model goes here -->
-[More Information Needed]
-## Environmental Impact
-<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
-Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
-- **Hardware Type:** [More Information Needed]
-- **Hours used:** [More Information Needed]
-- **Cloud Provider:** [More Information Needed]
-- **Compute Region:** [More Information Needed]
-- **Carbon Emitted:** [More Information Needed]
-## Technical Specifications [optional]
-### Model Architecture and Objective
-[More Information Needed]
-### Compute Infrastructure
-[More Information Needed]
-#### Hardware
-[More Information Needed]
-#### Software
-[More Information Needed]
-## Citation [optional]
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-**BibTeX:**
-[More Information Needed]
-**APA:**
-[More Information Needed]
-## Glossary [optional]
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
-[More Information Needed]
-## More Information [optional]
-[More Information Needed]
-## Model Card Authors [optional]
-[More Information Needed]
-## Model Card Contact
-[More Information Needed]

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 library_name: transformers
 ---
+|    | Tokenizer                                       | English           | Hindi            | Tamil            | Bengali           | Kannad           | Malayalam         | Telugu           | Gujarati          | Punjabi                            | Code_Python     | Code_Java       | c++              | Math            |
+|---:|:------------------------------------------------|:------------------|:-----------------|:-----------------|:------------------|:-----------------|:------------------|:-----------------|:------------------|:-----------------------------------|:----------------|:----------------|:-----------------|:----------------|
+|  0 | fhai50032/BPE-Multilingual-72k (72k)            | 343695 reversible | 13684 reversible | 46603 reversible | 30681 reversible  | 2695 reversible  | 34103 reversible  | 36488 reversible | 89326 reversible  | 76027 irreversible, 2 words differ | 5367 reversible | 2269 reversible | 13072 reversible | 5026 reversible |
+|  1 | tinycompany/Multi-super-128K (128k)             | 306753 reversible | 11874 reversible | 39278 reversible | 28020 reversible  | 2492 reversible  | 31887 reversible  | 31561 reversible | 75840 reversible  | 60832 irreversible, 2 words differ | 4790 reversible | 1768 reversible | 10828 reversible | 3464 reversible |
+|  2 | unsloth/gemma-3-27b-it-unsloth-bnb-4bit (262k)  | 329308 reversible | 10833 reversible | 50419 reversible | 21846 reversible  | 3279 reversible  | 33152 reversible  | 44481 reversible | 100232 reversible | 83628 reversible                   | 5998 reversible | 2590 reversible | 15824 reversible | 5867 reversible |
+|  3 | HuggingFaceTB/SmolLM2-1.7B-Instruct (49k)       | 337029 reversible | 44629 reversible | 76096 reversible | 173200 reversible | 19741 reversible | 195612 reversible | 69749 reversible | 162463 reversible | 110620 reversible                  | 5873 reversible | 2548 reversible | 15702 reversible | 6200 reversible |
+|  4 | fhai50032/QTK-81K (81k)                         | 318160 reversible | 10767 reversible | 65787 reversible | 152278 reversible | 14877 reversible | 171650 reversible | 53429 reversible | 129691 reversible | 94554 irreversible, 2 words differ | 5192 reversible | 2241 reversible | 12730 reversible | 5120 reversible |
+|  5 | deepseek-ai/DeepSeek-R1 (128k)                  | 338873 reversible | 22854 reversible | 49138 reversible | 39616 reversible  | 5680 reversible  | 74228 reversible  | 40360 reversible | 100608 reversible | 78854 reversible                   | 5270 reversible | 2223 reversible | 12785 reversible | 5375 reversible |
+|  6 | unsloth/phi-4 (100k)                            | 308645 reversible | 40456 reversible | 59899 reversible | 116122 reversible | 12642 reversible | 150518 reversible | 48706 reversible | 117951 reversible | 87107 reversible                   | 4844 reversible | 2110 reversible | 12088 reversible | 5573 reversible |
+|  7 | deepseek-ai/DeepSeek-R1-Distill-Llama-8B (128k) | 308511 reversible | 21109 reversible | 59773 reversible | 115137 reversible | 12642 reversible | 150511 reversible | 48677 reversible | 117676 reversible | 86457 reversible                   | 4843 reversible | 2110 reversible | 12088 reversible | 5573 reversible |
+|  8 | unsloth/gemma-2-9b-it(256k)                     | 323334 reversible | 15915 reversible | 54109 reversible | 53401 reversible  | 5302 reversible  | 57427 reversible  | 47641 reversible | 107516 reversible | 86795 reversible                   | 5986 reversible | 2568 reversible | 15806 reversible | 5870 reversible |
+|  9 | krutrim-ai-labs/Krutrim-2-instruct (131k)       | 343067 reversible | 15477 reversible | 47456 reversible | 38425 reversible  | 3637 reversible  | 46206 reversible  | 38865 reversible | 92455 reversible  | 76397 reversible                   | 5246 reversible | 2223 reversible | 12700 reversible | 5361 reversible |
+| 10 | sarvamai/sarvam-2b-v0.5 (68k)                   | 385383 reversible | 11256 reversible | 61652 reversible | 27347 reversible  | 2532 reversible  | 31919 reversible  | 51500 reversible | 119103 reversible | 102859 reversible                  | 7387 reversible | 3067 reversible | 17586 reversible | 6863 reversible |