Create README.md

README.md

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+---
+license: apache-2.0
+datasets:
+- openbmb/UltraFeedback
+- openbmb/UltraInteract_pair
+tags:
+- reasoning
+- preference_learning
+- kto
+pipeline_tag: text-generation
+base_model: openbmb/Eurus-7b-kto
+---
+
+# openbmb/Eurus-7b-kto-GGUF
+
+- This is quantized version of [openbmb/Eurus-7b-kto](https://huggingface.co/openbmb/Eurus-7b-kto)
+
+# Model Description
+
+Eurus-7B-KTO is [KTO](https://arxiv.org/abs/2402.01306) fine-tuned from [Eurus-7B-SFT](https://huggingface.co/openbmb/Eurus-7b-sft) on all multi-turn trajectory pairs in [UltraInteract](https://huggingface.co/openbmb/UltraInteract) and all pairs in [UltraFeedback](https://huggingface.co/openbmb/UltraFeedback).
+
+It achieves the best overall performance among open-source models of similar sizes and even outperforms specialized models in corresponding domains in many cases. Notably, Eurus-7B-KTO outperforms baselines that are 5× larger.
+
+## Usage
+
+We apply tailored prompts for coding and math, consistent with UltraInteract data formats:
+
+**Coding**
+
+```
+[INST] Write Python code to solve the task:
+{Instruction} [/INST]
+```
+**Math-CoT**
+
+```
+[INST] Solve the following math problem step-by-step.
+Simplify your answer as much as possible. Present your final answer as \\boxed{Your Answer}.
+{Instruction} [/INST]
+```
+
+**Math-PoT**
+
+```
+[INST] Tool available:
+[1] Python interpreter
+When you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment.
+Solve the following math problem step-by-step.
+Simplify your answer as much as possible.
+{Instruction} [/INST]
+```
+
+## Evaluation
+ - Eurus, both the 7B and 70B variants, achieve the best overall performance among open-source models of similar sizes. Eurus even outperforms specialized models in corresponding domains in many cases. Notably, Eurus-7B outperforms baselines that are 5× larger, and Eurus-70B achieves better performance than GPT-3.5 Turbo.
+ - Preference learning with UltraInteract can further improve performance, especially in math and the multi-turn ability.
+<img src="figures_main_exp.png" alt="stats" style="zoom: 40%;" />  
+