HumanEval as an accurate code benchmark
One interesting tidbit from the technical report: >HumanEval is an ...
>HumanEval is an industry standard open-source evaluation benchmark (Chen et al., 2021), but we found controlling for accidental leakage on webpages and ...
LLM Benchmarking: How to Evaluate Language Model Performance
HumanEval is the quintessential evaluation tool for measuring the performance of LLMs in code generation tasks. HumanEval consist of HumanEval ...
[PDF] CodeGeeX: A Pre-Trained Model for Code Generation with ...
... code generation models, such as OpenAI Codex, can generate syntax-and function-correct code ... Code Generation with Multilingual Benchmarking on HumanEval-X. @ ...
LLM Benchmarks: What Do They All Mean? - Why Try AI
HumanEval contains 164 programming challenges for evaluating how well an LLM can write code based on instructions. It requires the LLM to have ...
OpenAI's o1-preview is the king of code generation but is super slow ...
We see a similar trend with other established coding benchmarks such as HumanEval, where o1-preview also reached 92.4%. ... test suite to ensure ...
Introducing Code Llama, a state-of-the-art large language model for ...
To test Code Llama's performance against existing solutions, we used two popular coding benchmarks: HumanEval and Mostly Basic Python ...
Why You Should Not Trust All the Numbers You See - Codeium
HumanEval has been around for years and chances are that if you trained on public code, your model has likely memorized some of the solutions, ...
AutoCoder: The First Large Language Model to Surpass GPT-4 ...
AutoCoder achieved a pass rate of 90.9% on the HumanEval benchmark ... accurate method for creating code instruction datasets. AutoCoder ...
CodeGeeX: A Pre-Trained Model for Code Generation with ...
Additionally, we develop the HumanEval-X benchmark for eval- uating multilingual code models as 1) HumanEval [7]—developed by OpenAI for ...
Successful language model evals - Jason Wei
HumanEval is the classic eval for LLMs for coding. Obviously this ... I once made a histopathology image benchmark, and unsurprisingly ...
Coding benchmarks such as HumanEval and MBPP (Mostly Basic Python Programming) are sophisticated evaluation tools designed to assess the code ...
OpenAI HumanEval (Coding Challenges & Unit-tests) - Kaggle
The OpenAI HumanEval dataset is a handcrafted set of 164 programming problems designed to challenge code generation models.
AI Models for Decompiling Assembly Code
Let's start with an example taken from the HumanEval benchmark, which is a collection of code solutions to programming problems and ...
End-to-End Secure Evaluation of Code Generation Models
The HumanEval dataset is a series of 164 code function declarations and continuations, published by OpenAI in 2021 and depicted in Figure 2, ...
Personal benchmarks vs HumanEval - with Nicholas Carlini of ...
... code with LLMs. 00:27:22 Learning and explaining code with AI 00:30:12 AGI speculations? 00:32:50 Distributing content without social media ...
Is your code generated by ChatGPT really correct? rigorous ...
Our extensive evaluation across 26 popular LLMs (e.g., GPT-4 and ChatGPT) demonstrates that HUMANEVAL+ is able to catch significant amounts of ...
Sachin Kumar on LinkedIn: HumanEval-V : benchmark to evaluate ...
HumanEval-V : benchmark to evaluate Large MultiModal Models visual understanding and reasoning capabilities through code generation ...
Machine Learning Datasets | Papers With Code
HumanEval-X is a benchmark for evaluating the multilingual ability of code generative models. It consists of 820 high-quality human-crafted data samples (each ...
Pass@k (%) on the HumanEval and MBPP benchmarks with ...
Download scientific diagram | Pass@k (%) on the HumanEval and MBPP benchmarks with INCODER and CODEGEN. from publication: CodeT: Code Generation with ...
o1-mini also performs well on the HumanEval coding benchmark and high-school level cybersecurity capture the flag challenges (CTFs).