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TimeOmni-1-7B
anton-hugging/TimeOmni-1-7B
TimeOmni-1-7B is a text generation model from anton-hugging. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
<p align="left" <a href="https://arxiv.org/abs/2509.24803" <img src="https://img.shields.io/badge/TimeOmni--1-Paper-red?logo=arxiv&logoColor=red" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1…
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- qwen2
- Access
- Public
- Created
- Feb 6, 2026
- Updated
- Apr 23, 2026
- SHA
- 22ae9bf8
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From the Hugging Face model README
🐏 TimeOmni-1-7B: Generalized Time Series Reasoning Model
<p align="left"> <a href="https://arxiv.org/abs/2509.24803"> <img src="https://img.shields.io/badge/TimeOmni--1-Paper-red?logo=arxiv&logoColor=red" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1 Paper on arXiv" /> </a> <a href="https://huggingface.co/collections/anton-hugging/timeomni-1-from-4b-to-9b"> <img src="https://img.shields.io/badge/TimeOmni--1-Model-yellow?logo=huggingface&logoColor=white" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1 Model on Hugging Face" /> </a> <a href="https://huggingface.co/datasets/anton-hugging/timeomni-1-testbed"> <img src="https://img.shields.io/badge/TimeOmni--1-Dataset-orange?logo=huggingface&logoColor=white" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1 Dataset on Hugging Face" /> </a> <a href="https://huggingface.co/spaces/anton-hugging/TimeOmni-1"> <img src="https://img.shields.io/badge/TimeOmni--1-Demo-blue?logo=huggingface&logoColor=white" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1 Demo on Hugging Face Spaces" /> </a> <a href="https://github.com/AntonGuan/TimeOmni-1" target="_blank" style="margin: 2px;"> <img src="https://img.shields.io/badge/TimeOmni--1-Inference%20Code-536af5?logo=github&logoColor=white" style="display: inline-block; vertical-align: middle;" alt="TimeOmni-1 Inference Code on GitHub" /> </a> </p>We present TimeOmni-1, the first generalized, unified model for time series reasoning. It first injects temporal priors through supervised fine-tuning. Then, reinforcement learning with task-grounded rewards guides the model beyond mimicking priors toward robust reasoning. Experiments show that TimeOmni-1 achieves top-tier performance while preserving the general reasoning ability of the base model. Finally, we demonstrate that joint training across diverse reasoning tasks yields mutual gains, supporting a “train-once, use-across-tasks” paradigm for future time series reasoning models.
🎨 Task Illustration
<div align="center"> <img src="https://raw.githubusercontent.com/AntonGuan/TimeOmni-1/refs/heads/main/figs/tasks.jpg" width="100%"/> </div>🧠 Method
<div align="left"> <img src="https://raw.githubusercontent.com/AntonGuan/TimeOmni-1/refs/heads/main/figs/method.png" width="70%"/> </div>TimeOmni-1 is a generalized reasoning model for time series. Pretrained LLMs often lack temporal priors because they are rarely exposed to time series during pretraining. To address this, we use a two-stage training pipeline: (1) supervised fine-tuning (SFT) to inject temporal priors and anchor the model in a temporal knowledge space, and (2) reinforcement learning (RL) with task-grounded rewards (see Reward Evaluation in the figure above) to improve robustness and reasoning quality.
📊 Benchmarks
Table 1. Overall Benchmark Comparison
<p style="margin-top:13px;font-size:11px;opacity:0.7"> * Note: All metrics below are computed only on valid responses. “–” indicates a success rate (SR) below 10%; in such cases, results are omitted due to insufficient statistical significance, and we therefore do not report them. For ACC, higher is better; for MAE, lower is better. </p> <table style="width:100%;border-collapse:collapse;font-size:13px"> <thead> <tr> <th style="padding:10px 7px;text-align:left;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb"></th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task1 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task1 OOD (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task2 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task2 OOD (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task3 ID (MAE↓/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task3 OOD (MAE↓/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task4 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task4 OOD (ACC↑/SR)</th> </tr> </thead> <tbody> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">Time Series Language Model</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Time-MQA Llama3-8B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">32.2/29.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">25.1/32.6</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">30.1/44.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">31.2/37.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/1.4</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.4</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">12.0/13.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">11.6/15.8</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Time-MQA Mistral-7B-v0.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">15.1/21.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">27.8/22.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">8.4/50.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">4.0/52.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">5.4/36.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">10.0/47.3</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Time-MQA Qwen2.5-7B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">25.0/14.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">37.5/22.7</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">29.5/33.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">30.5/32.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">19.76/12.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/6.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">23.8/58.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">26.4/44.3</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">ChatTS</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/6.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/6.9</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">18.2/30.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">18.6/26.7</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">5.8/27.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">11.1/27.1</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">ChatTime-7B-Chat</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">18.2/11.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">29.8/12.7</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/-</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/-</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">14.47/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">154.55/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">ITFormer-7B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">43.8/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">47.5/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">15.0/47.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">14.6/42.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">29.55/96.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">230.04/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">25.0/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">41.7/100.0</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">OpenTSLM-llama-3.2-3b-ecg-flamingo</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/5.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/3.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">1.6/23.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">3.3/26.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">17.8/98.4</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">16.2/98.9</td> </tr> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">Time Series Reasoning Model</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Time-R1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">30.9/94.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">34.0/92.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">30.2/53.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">31.4/48.9</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">17.61/38.7</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/6.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">27.8/95.7</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">32.2/93.1</td> </tr> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">Ours</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb"><strong style="color:#2563eb">TimeOmni-1-7B</strong></td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">90.7/97.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">87.7/98.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">69.3/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">64.0/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">14.30/93.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">145.53/82.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">47.9/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">58.9/100.0</td> </tr> </tbody> </table>Table 2. Model Size Scaling Comparison
<p style="margin-top:13px;font-size:11px;opacity:0.7"> * Note: All metrics below are computed only on valid responses. “–” indicates a success rate (SR) below 10%; in such cases, results are omitted due to insufficient statistical significance, and we therefore do not report them. For ACC, higher is better; for MAE, lower is better. <strong>Bold</strong> marks the best value in each ACC/MAE column. </p> <table style="width:100%;border-collapse:collapse;font-size:13px"> <thead> <tr> <th style="padding:10px 7px;text-align:left;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb"></th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task1 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task1 OOD (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task2 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task2 OOD (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task3 ID (MAE↓/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task3 OOD (MAE↓/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task4 ID (ACC↑/SR)</th> <th style="padding:10px 7px;text-align:center;font-weight:700;border-bottom:2px solid #2563eb;color:#2563eb;font-size:14px">Task4 OOD (ACC↑/SR)</th> </tr> </thead> <tbody> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">7B (Qwen2.5-Instruct)</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Qwen2.5-Instruct-7B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">48.5/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">42.8/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">21.6/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">26.3/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">23.28/53.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">146.12/55.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">25.5/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">24.9/100.0</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb"><strong style="color:#2563eb">TimeOmni-1-7B</strong></td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">90.7/97.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">87.7/98.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">69.3/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">64.0/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">14.30/93.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">145.53/82.3</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">47.9/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">58.9/100.0</td> </tr> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">4B (Qwen3.5)</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Qwen-3.5-4B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">0.0/16.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">5.9/17.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">28.3/12.4</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">35.4/12.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/2.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/9.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/8.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/9.2</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb"><strong style="color:#2563eb">TimeOmni-1-4B</strong></td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">91.5/99.5</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">91.2/98.4</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>71.1</strong>/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">66.1/99.9</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">13.68/97.6</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">170.41/86.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">58.5/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">72.0/100.0</td> </tr> <tr> <td colspan="9" style="padding:8px 12px;font-weight:600;font-style:italic;color:#2563eb;border-bottom:1px solid rgba(37, 99, 235, 0.2);background:rgba(37, 99, 235, 0.1)">9B (Qwen3.5)</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb">Qwen-3.5-9B</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">91.2/51.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>93.5</strong>/46.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">43.3/12.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">36.3/12.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">17.56/14.1</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">-/0.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>64.2</strong>/28.2</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">72.0/32.2</td> </tr> <tr> <td style="padding:7px 7px;padding-left:20px;border-bottom:1px solid rgba(128, 128, 128, 0.15);color:#2563eb"><strong style="color:#2563eb">TimeOmni-1-9B</strong></td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>93.5</strong>/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">92.8/99.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">70.9/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>66.2</strong>/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>13.54</strong>/97.8</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>140.06</strong>/95.6</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)">59.6/100.0</td> <td style="padding:7px 7px;text-align:center;border-bottom:1px solid rgba(128, 128, 128, 0.15)"><strong>75.6</strong>/99.6</td> </tr> </tbody> </table>🚀 Usage
This repository hosts the model weights for TimeOmni-1. For installation, usage instructions, and further documentation, please visit our GitHub repository.
License
TimeOmni-1 is licensed under the Apache 2.0 license.
✍️ Citation
@inproceedings{
guan2026timeomni,
title={TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models},
author={Tong Guan and Zijie Meng and Dianqi Li and Shiyu Wang and Chao-Han Huck Yang and Qingsong Wen and Zuozhu Liu and Sabato Marco Siniscalchi and Ming Jin and Shirui Pan},
booktitle={The Fourteenth International Conference on Learning Representations},
year={2026},
url={https://openreview.net/forum?id=kOIclg7muL}
}
- Task
- Text Generation
- Library
- transformers
- Type
- qwen2
- License
- apache-2.0
- Languages
- en
- Featherless Ai
- live
- Created
- Feb 6, 2026
- Updated
- Apr 23, 2026