How to pay for multimodal embeddinggpt4.0: OpenAI releases multimodal large model GPT (4): Directly

When we talk about the internet, we can always discover many exciting things. Today, let's sit down and chatoneTalking about recent events in this fascinating fieldoneSome eye-catching events.

·GPT(4)Can accept image and text input, while GPT⑶. 5 Only accept text; GPT(4)Achieved "human level" performance on various professional and academic benchmarks, and achieved "best results in history" in terms of factual, guiding, and controllable aspects; When the complexity of the task reaches a sufficient threshold, GPT(4)Compared to GPT⑶. 5 is more reliable, creative, and able to handle finer instructions.

·OpenAI acknowledges that GPT(4)andabsencePerfection still creates a sense of confusion about factual verification issues, and can also lead tooneSome reasoning errors and occasional overconfidence. OpenAI will open source OpenAI Evals for creating and running evaluation GPTs(4)Benchmark 3 for equal modelsOn January one4th, ChatGPT's development agency OpenAI officially released its milestone work, GPT(4).

GPT(4)yesoneCompared to multiple multimodal large models (receiving image and text input, generating text)oneGeneration GPT⑶, GPT(4)Able to solve difficult problems more accurately, with broader common sense and problem-solving abilities: more creative and collaborative; Capable of handling text with over 25000 words, allowing for use cases such as creating long text content, expanding conversations, and document search and analysis.

In addition, GPT(4)Its advanced reasoning ability surpasses ChatGPT in most professional tests such as SAT and related academic benchmark evaluations(4)The score is higher than ChatGPTOpenAI, which took 6 months to achieve GPT(4)More secure and effectiveoneIn the internal evaluation,takeGPT⑶Compared to GPT,. 5(4)rightabsenceThe possibility of allowing content to respondReduce by 82% and increase the likelihood of providing factual responses by 40%.

GPT(4)Introducing more human feedback data for training,absenceBreaking away from realityThe worldUsing lessons learned for improvementabsenceOver, OpenAI represents GPT(4)There are still many limitations that are being addressed, such as social bias, hallucinations, and adversarial prompts. Currently, OpenAI offers GPT on the paid version of ChatGPT Plus(4)And provide developers with APIs (application programming interfaces) to build applications and services.

deserveoneIt is mentioned that Microsoft's New Bing has already used GPT(4)OpenAI has also opened up the Evals framework to automatically evaluate the performance of AI models, allowing users to report shortcomings in the models and helping them improve GPT(4)yesThe worldSectiononeAn advanced AI system with high experience and strong capabilities, we hope to quickly push it to the marketSomeone.

”OpenAI engineers said in the introduction video that

OpenAI is announcing the launch of GPT(4)Compared to GPT⑶. 5 More Reliable and Creative GPT is the abbreviation for Generative Pre training Transformer.

OpenAI launched a GPT with 117 million parameters in 2018⑴Model, launched in 2019 with a GPT of 1.5 billion parameters⑵Launched GPT with 175 billion parameters in 2020⑶ChatGPT is a comparison between OpenAI and GPT⑶A dialogue robot developed after fine-tuning the model.

On March 14th, OpenAI released its GPT(4)The announcement states that OpenAI has officially launched GPT(4)This is also OpenAI expanding its depthLatest milestone GPT in learning(4)It is a large multimodal model, although in many real-world scenariosThe worldAbility in the scenarioabsenceLike humans, it can exhibit performance similar to human level on various professional and academic benchmarks.

For example: GPT(4)Passed the simulated lawyer exam, with a score of approximately the top 10% of all candidates, compared to GPT⑶The score of. 5 is approximately the last 10%. "Our team spent 6 months using adversarial testing projects and relevant experience based on ChatGPT to repeatedly evaluate the GPT(4)Make adjustments.

As a result, GPT(4)Achieved the best results ever in terms of factuality, steerability, and refusal to answer out of scope (non compliant) questions (although it alsoabsenceOpenAI stated that in the past two years, they have refactored the entire deep learning stack andtakeAzuCollaborated with Microsoft Cloud Services to jointly design1Supercomputers.

1Years ago, OpenAI trained GPT⑶As the first "trial run" of the entire system, they discovered and fixed1Some errors have improved the previous theoretical foundation. Therefore, our GPT(4)Training and running (confidently speaking, at least for us!) are unprecedentedly stable, becoming our first large model with training performance that can be accurately predicted in advance.

As we continue to focus on reliable scaling, the intermediate goal is to hone methods to help OpenAI continuously anticipate and prepare for the future. We believe that1Point to point security is crucial, "OpenAI acknowledges, and in simple chats, perhapsabsenceGreat to discover GPT⑶. 5 and GPT(4)The difference between.

However, when the complexity of tasks reaches a sufficient threshold, their differences arise. Specifically, GPT(4)Compared to GPT⑶. 5 More reliable, more creative, able to handle finer instructions

GPT(4)Compared to GPT⑶In order to understand the differences between these two models, OpenAI performs variousabsenceSame benchmarkAdvancingWe have conducted tests, including simulating exams designed for humans. We are also testing GPT on traditional benchmarks designed for machine learning models(4)An evaluation was conducted.

GPT(4)Greatly surpassing existing large language models,takeMost of the most advanced (SOTA) models are on par. "Many existing machine learning benchmark tests are written in English to gain a preliminary understanding of GPT(4)In terms of ability in other languages, the research team used Azure Translate to benchmark MMLU——1A set of 14000 multiple Multiple choice questions covering 57 topics - translated into multiple languages.

Out of 24 out of 26 languages tested, GPT(4)Performs better than GPT⑶. 5 and other large models (Chinchilla, PaLM), such excellent performance also includes "how powerful are multimodal functions like Latvian language, Welsh language and Swahili language?

GPT(4)You can accept text and image prompts. For example, you can let the user specify any visual or language task. It can generate text output (natural language, code, etc.). The given input includes files, charts or screenshots with text and photos, GPT(4)ShowtakeThe ability to input pure text is similar.

absenceYes, currently the image input still belongs to research preview,absenceOpen to ordinary users

Discovering the Funny PictureThe place.

Understand charts and analyze them.

Discovering theabsenceordinaryThe place.

Read the document and summarize the summary.

Understanding the online meme OpenAI indicates that they1Always striving to achieve Controllability of AItakeThe fixed tone and style of the classic ChatGPTabsenceSame as,Developers can now define their AI style and task system messages by describing these directions in system messages, allowing API users to1Large customization of user experience within a certain range.

stillabsenceIt is completely reliableabsencePass, GPT(4)Still presenttakeSimilar limitations to early GPT models still existabsenceIt is completely reliable, such as producing "illusions" of facts and causing inference errors. OpenAI reminds us to be very cautious when using the output of language models, especially in high-risk situations.

But compared to previous models, GPT(4)Greatly reducing hallucinations in internal adversarial factual assessments, GPT(4)Score ratio of GPT⑶The model may have various biases in its output, and we have made progress in these areas, but there is still more work to be done.

According to our recent blog post, ourThe goal is to establish artificial intelligence systems with reasonable default behavior to reflect a wide range of user values, allow these systems to be customized on a wide range, and gain public opinion on these areas, "the announcement stated. OpenAI also pointed out that GPT(4)Usually lackingtiredAn understanding of the events that occurred after the majority of its data deadline (September 2021), as well asabsenceI will learn from their experience.

It sometimes offends1Some simple reasoning errors, or too credulous users' obvious False statement, sometimes it will look like human beings1Failure on difficult issues, such as introducing security vulnerabilities GPT into the generated code(4)It is also possible to confidently make mistakes in GPT predictions(4)takePrevious models may have similar risks, such as generating harmful suggestions, error codes, orabsenceAccurate information.

However, GPT(4)The additional capabilities have also led to new risk areas. In order to clarify the specific situation of these risks, we have hired more than 50 individuals fromExperts in the fields of artificial intelligence docking risk, network security, biological risk, trust and security, and international security conducted adversarial testing on the model, "OpenAI said. The feedback and data from these experts in these fields provide a basis for mitigating and improving the model, such as collecting additional data to improve GPT(4)The ability to refuse requests on how to synthesize hazardous chemicals.

In addition, GPT(4)In the Reinforcement learning (RLHF) training of human feedback1An additional security reward signal is trained to reject requests for such content, thereby reducing harmful outputtakeGPT⑶Compared to. 5, these mitigation measures have greatly improved GPT(4)Many safety features of.

takeGPT⑶Compared to OpenAI, OpenAI reduced the model's response tendency to illegal content requests by 82%, while GPT(4)Response to sensitive requests such as medical advice and self harm is compliant with OpenThe frequency of AI policies has increased by 29%. OpenAI emphasizes that overall, model level interventions have increased inducedabsenceThe difficulty of good behavior, but there are still cases of "prison break" to generate content that violates the usage guidelines.

Paid users will receive a GPT with a usage limit(4)Permissions and previous GPT model1Sample, GPT(4)The training of the basic model is to predict the lower levels in the document1Words and trained using publicly available data (such as internet data) and OpenAI authorized data from a massive corpus, including correct and incorrect solutions to mathematical problems, weak and strong reasoning, self contradictory and1The statement, as well as a wide range of ideologies and ideas.

Therefore, when prompted with1When dealing with a problem, the basic model can respond in various ways, and these reactions maytakeThe intentions of users differ greatly in order to make themtakeMaintaining user intent1To, OPenAI uses Reinforcement learning of human feedback to fine tune the behavior of models OpenAI is opening its framework, OpenAI Evals, to create and run evaluation GPT(4)Benchmark the model while checking its performance on a sample by sample basis.

Users can apply it to trackabsenceSame model version (to be regularly released) andabsenceWe invite everyone to use Evals to test our model and submit the most interesting examples. ChatGPT Plus users will receive GPT with a usage limit(4)Permission OpenAI will adjust the exact usage limit based on actual needs and system performance, but it is expected that the capacity will be affected bywideHeavy restrictions.

OpenAI may also provide higher GPT(4)Usage introduction1A new subscription level, and I hope to provide it at some point1Fixed quantity of free GPT(4)Query so that users without subscriptions can also try to obtainGPT(4)The API needs to be registered on the official waiting list of OpenAI.

After obtaining access rights, users can now access GPT(4)The model issues pure text requests (image input is still in a limited testing stage) priced at $0.03 per 1k prompt tokens and $0.06 per 1k completion tokens

(This article is from Pengpai News. For more original information, please refer to the "Pengpai News" app)Report/Feedback

Write this article with your heart, hoping to bring you1Silk pleasure and inspiration. If you like it, remember to follow your favorites and like them!