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Comparative Analysis of DeepSeek-R1 and OpenAI’s o1 Models
The introduction of DeepSeek-R1 has sparked considerable interest and apprehension, particularly in relation to its competitor, OpenAI’s o1 model. To evaluate these two models, we conducted a hands-on comparison focusing on several straightforward data analysis and market research assignments.
Leveling the Playing Field
For our evaluation, we utilized Perplexity Pro Search, a platform that accommodates both the o1 and R1 models. Our objective was to delve deeper than mere benchmarking by assessing each model’s capability to execute specific tasks involving web-based information retrieval and data organization—tasks typically requiring significant manual input.
A Glimpse into Model Performance
While both models exhibit remarkable abilities, they struggle with prompts that lack clear guidance. The o1 model shows superior reasoning capabilities; however, R1 offers better transparency when errors occur—a vital feature in many instances where both models misjudge data.
Diving Into the Experiments: Investment Return Calculations
Our initial experiment tested whether these AI models could accurately calculate a return on investment (ROI). We created a hypothetical scenario where an individual invests $140 monthly in the Magnificent Seven stocks (including renowned companies like Alphabet, Amazon, Apple) from January through December 2024. We tasked both models with determining the portfolio’s end value as of today’s date.
This calculation required pulling historical pricing for each stock at month-end intervals while distributing investments evenly across them ($20 per stock), followed by summing those figures to derive an up-to-date portfolio value.
The Outcomes:
Both AI systems stumbled on this task. The o1 model listed stock prices for January 2024 alongside projections for January 2025 but ultimately failed to compute accurate values regarding ROI—notably indicating no returns at all. Conversely, R1 incorrectly focused solely on January 2024 investments while attempting calculations for January 2025 returns instead.
The Insight from Reasoning Processes
An intriguing aspect emerged during our analysis of their reasoning paths: although o1 provided limited context about its conclusions, R1 revealed that it lacked essential pricing details due to Perplexity’s retrieval engine not sourcing accurate monthly price data—indicating potential pitfalls in retrieval-augmented generation applications rather than inherent faults within the AI itself. This discovery guided us into our subsequent test.
File-Based Content Reasoning Experimentation
This time around aimed at testing how well the models analyze predefined information rather than retrieving it autonomously from online sources. We provided stock price data extracted directly from Yahoo! Finance structured within an HTML table inside a text file titled appropriately.
The file comprised essential elements such as company names along with their corresponding stock prices across specified months throughout 2024 and concluding prices—all presented without prior formatting adjustments so as not to lessen effort required during engagement with raw unfiltered datasets.
Experiment Results:
Both systems again faltered in delivering precise results here too. The o1 model appeared able to identify relevant components yet advocated manual calculations using software like Excel because it underestimated complex reasoning needed beyond mere extraction.
Relying instead mainly upon vague reflections made troubleshooting difficult for users looking toward more useful insights from responses received regarding underlying logic applied toward providing answers accurately constructed based exclusively upon critical assessment performed relative utilizing given raw financial resources presented initially beforehand driven either relatively fixed established types established separately sequentially organized measured analysis accomplished rapidly composed alone independently illustrated simply insufficiently articulated properly documented inclusive result set altogether internally perhaps potentially recognized existing available periodic distinguished categorized conventional devices monitored checked periodically judged predefined intentionally discreet collective instruments concerning comparative applicability incidentally derived being effectively capable genuinely oriented motives pursued diligently ensure beneficial concerns adequately addressed enhanced impressions cultivated appreciably serviced routinely expected expressed categories ideally intended prospectively contemplated behaviors planned long term aims methodically poised ready promptly afterwards.
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*Conclusion: Next Steps��
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