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Tweaks to models grading #858

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Tweaks to models grading
lukekim Feb 10, 2025
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Merge branch 'trunk' into lukim/grade
lukekim Feb 10, 2025
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2 changes: 1 addition & 1 deletion website/docs/components/models/index.md
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Expand Up @@ -25,7 +25,7 @@ Spice supports various model providers for traditional machine learning (ML) mod
[ant]: ./anthropic.md
[xai]: ./xai.md

Spice also tests and evaluates common models and grades their ability to integrate with Spice. See the [Models Grade Report](./report.md).
Spice also tests and evaluates common models and grades their ability to integrate with Spice. See the [Models Grade Report](/docs/reference/models.md).

\*LLM Format(s) may require additional files (e.g., `tokenizer_config.json`).

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24 changes: 0 additions & 24 deletions website/docs/components/models/report.md
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24 changes: 24 additions & 0 deletions website/docs/reference/models.md
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---
title: 'Models Grade Report'
description: 'Spice AI graded Large-Language-Model (LLM) evaluation report'
sidebar_label: 'Report'
sidebar_position: 4
---

This document presents the evaluation report for various Large-Language-Models (LLMs) graded by Spice AI. The models are assessed based on their basic capabilities, quality of tool calls, and accuracy of output when integrated with Spice.

For more details on how model grades are evaluated in Spice, refer to the [model grading criteria](https://github.com/spiceai/spiceai/blob/f6039123028209e20469b342791fa85d52b7771e/docs/criteria/models/grading.md).

| Model | Spice Grade | Model Provider | Context Window<br/ >Max Output Tokens | Chat Completion | Response Format<br />(Structued Outputs) | Tools | Recursive<br />Tool Calling | Reasoning | Streaming | Evaluation Date | Spice Version |
| ----------------------------------------------- | ----------- | -------------- | ------------------------------------- | --------------- | ---------------------------------------- | ----- | --------------------------- | --------- | --------- | --------------- | ------------- |
| `o3-mini-2025-01-31 (Reasoning effort: high)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: medium)` | **B** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: low)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: high)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: medium)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: low)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `gpt-4o-2024-08-06` | **B** | `openai` | 128k tokens<br/ >16384 tokens | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 2024-08-06 | v1.0.2 |
| `claude-3-5-sonnet-20241022` | **C** | `anthropic` | 200k tokens<br/ >8192 tokens | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | 2024-10-22 | v1.0.2 |
| `grok-2-1212` | Ungraded | `xai` | − | ✅ | − | − | − | ❌ | − | Not Available | v1.0.2 |
| `deepseek-ai/DeepSeek-R1-Distill-Llama-8B` | Ungraded | `huggingface` | − | ✅ | − | − | − | ✅ | − | Not Available | v1.0.2 |
| `meta-llama/Llama-3.2-3B-Instruct` | Ungraded | `huggingface` | − | ✅ | − | − | − | ❌ | − | Not Available | v1.0.2 |
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