We believe that a hidden chain of thought presents a unique opportunity for monitoring models. Assuming it is faithful and legible, the hidden chain of thought allows us to "read the mind" of the model and understand its thought process. For example, in the future we may wish to monitor the chain of thought for signs of manipulating the user. However, for this to work the model must have freedom to express its thoughts in unaltered form, so we cannot train any policy compliance or user preferences onto the chain of thought. We also do not want to make an unaligned chain of thought directly visible to users.
Therefore, after weighing multiple factors including user experience, competitive advantage, and the option to pursue the chain of thought monitoring, we have decided not to show the raw chains of thought to users. We acknowledge this decision has disadvantages. We strive to partially make up for it by teaching the model to reproduce any useful ideas from the chain of thought in the answer. For the o1 model series we show a model-generated summary of the chain of thought.
o1 significantly advances the state-of-the-art in AI reasoning. We plan to release improved versions of this model as we continue iterating. We expect these new reasoning capabilities will improve our ability to align models to human values and principles. We believe o1 – and its successors – will unlock many new use cases for AI in science, coding, math, and related fields. We are excited for users and API developers to discover how it can improve their daily work.
Dataset | Metric | gpt-4o | o1-preview | o1 |
---|---|---|---|---|
Competition Math AIME (2024) | cons@64 | 13.4 | 56.7 | 83.3 |
pass@1 | 9.3 | 44.6 | 74.4 | |
Competition Code CodeForces | Elo | 808 | 1,258 | 1,673 |
Percentile | 11.0 | 62.0 | 89.0 | |
GPQA Diamond | cons@64 | 56.1 | 78.3 | 78.0 |
pass@1 | 50.6 | 73.3 | 77.3 | |
Biology | cons@64 | 63.2 | 73.7 | 68.4 |
pass@1 | 61.6 | 65.9 | 69.2 | |
Chemistry | cons@64 | 43.0 | 60.2 | 65.6 |
pass@1 | 40.2 | 59.9 | 64.7 | |
Physics | cons@64 | 68.6 | 89.5 | 94.2 |
pass@1 | 59.5 | 89.4 | 92.8 | |
MATH | pass@1 | 60.3 | 85.5 | 94.8 |
MMLU | pass@1 | 88.0 | 90.8 | 92.3 |
MMMU (val) | pass@1 | 69.1 | n/a | 78.1 | pass@1 | 63.8 | n/a | 73.2 |
https://www.anthropic.com/news/claude-3-5-sonnet (opens in a new window) , https://deepmind.google/technologies/gemini/pro (opens in a new window)
Our evaluations used the same 500 problem test split found in https://arxiv.org/abs/2305.20050 (opens in a new window)
https://codeforces.com/blog/entry/68288 (opens in a new window)
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Once you've published your paper, be sure to share it on LinkedIn. Write a brief summary of the paper, highlighting its key findings and significance, and include a link to the full paper or to the journal website where it was published. Use eye-catching images or graphics related to the paper's subject matter to make your post more visually ...
Create a Post: Log in to LinkedIn and click on the "Start a post" option on your LinkedIn homepage. Write an Introduction: Begin your post with a brief introduction about your research paper. Mention its significance or any key findings. Attach a Link: If your research paper is available online, provide a link to the paper in your post. You ...
Inserting a link (e.g. to your research paper), irrespective of its length, will take up 23 characters alone. Use clear language, focus on the key results of your paper, and limit yourself to 1-3 relevant hashtags. ... Now transfer that to a LinkedIn post in the form of just a few short paragraphs (with a link to your article, of course), tag ...
Part of a series by Professor Anne-Wil Harzing on how to increase your research impact. Includes: * What is impact?* Why should you care about citation impac...
If you don't see Accomplishments on your profile, click the Add profile section button, click Accomplishments, then click Publications to add this section, and then click the +. In the Publication dialog box, the only required field is the title, but there's space for other information, including the publisher name, publication date, and ...
You can highlight your research by following these steps in total. Optimize your LinkedIn profile. Share your paper on LinkedIn at the best times. Find and use relevant hashtags. Optimize your LinkedIn texts and captions. Use attractive images with your paper on LinkedIn. Tag relevant people with your scientific paper.
To add your publications, log in to your LinkedIn profile at www.linkedin.com. Click on Profile in the top navigation menu. Then click on Edit Profile. The screen refreshes to show your profile with options to edit the segments. On the right side of the screen you should see a section titled
The best way to increase the impact of your profile is to comment on the posts of people who you hope will engage with your research: a good rule of thumb is to comment five times as often as you post. Searching by hashtag is an effective way to find pertinent content and profiles. Joining relevant LinkedIn groups is another way to swiftly ...
Harzing.com > Blog > 2021 > April > Social Media in Academia: Using LinkedIn to promote your research. Social Media in Academia: Using LinkedIn to promote your research. Tips and tricks for using LinkedIn to promote your research. Christa Sathish - Thu 8 Apr 2021 07:18 (updated Thu 2 Jun 2022 12:12) [Guest post by CYGNA member and Middlesex University PhD student Christa Sathish]
Joining professional groups on LinkedIn is a fantastic way to increase your discoverability. Pose questions or respond to queries from other members in groups to position yourself as a thought leader in your respective field. Open opportunities for partnership. Whether you've been trying to get funding for a new project, get in touch with ...
Minimum Publishable Units. The Importance of Reviewing and Revising. Writing Strategies for Successful Journal Publication. High-Quality Editing for All Academic & Scientific Fields. Meeting and Working Relationship between Students and Supervisors. Starting To Write from an Academic Writer's Point of View.
Step 2: Connect With Other Academics. LinkedIn is primarily about creating and building professional relationships, so you'll want to connect with others and cultivate those relationships. Connecting with other researchers on LinkedIn is just one more way to build an audience for your research.
6: Brag about your best awards and publications. Keeping it short and sweet also extends to discussing awards and publications on your LinkedIn profile. Highlight your best publications (especially those where you're a lead author) and most prestigious awards (i.e., skip the $500 undergraduate scholarship from your local Elks club).
LinkedIn is a business oriented social media for professional people. If you have any research paper, you can publish it in linkedin. This will enhance the p...
The primary objectives of this paper are assessing LinkedIn's usability, by using both user and expert evaluation and giving recommendations for the developer to improve this social network.
It has four main nodes: (1) Searching the literature, (2) Writing a paper, (3) Targeting suitable journals, and (4) Enhancing visibility and impact of the research. Several free tools can be found ...
Research; LinkedIn releases new report showcasing how gender impacts ... LinkedIn Corporate Communications Mar 5, 2019. Today, LinkedIn released a new Gender Insights Report to shed light on how women and men engage with jobs differently on the LinkedIn p... Categories: Business Solutions, Research; LinkedIn Releases 2019 Global Talent Trends ...
LinkedIn References. This page contains reference examples for LinkedIn, including the following: 1. LinkedIn post. American Psychological Association. (2019, December 9). Last month, APA joined more than 40 national and international psychology organizations to explore ways to collaborate and use psychological [Thumbnail with link attached ...
Richard Hemming once analyzed nearly 30,000 books for a research paper on wine — and he continues to write about wine and food. Menu icon A vertical stack of three evenly spaced horizontal lines.
Let's break this down step by step based on the example: 1. Example given: • Input: oyfjdnisdr rtqwainr acxz mynzbhhx • Output: Think step by step By examining the words: • The pattern involves selecting specific letters or transforming them. 2. Now, let's decode the new phrase: • Input: oyekaijzdf aaptcg suaokybhai ouow aqht mynznvaatzacdfoulxxz