# Fixed-seed generation samples

These samples were generated locally from the verified final checkpoint at step 19,073. Each prompt used GPT-2 top-50 sampling with seed `19073` and a total sequence limit of 72 tokens. They are qualitative outputs, not evaluation scores.

## Artificial intelligence

**Prompt:** `The future of artificial intelligence is`

> The future of artificial intelligence is also expanding. As artificial intelligence and its algorithms have increasingly grown, the field continues to rely heavily on human experts and computer vision researchers to guide its operations and its algorithms remain largely untrained.
> This article was produced for TechRepublic
> Design by Michael C.
> Artificial intelligence (AI) has begun to appear to be replacing

## Scientific discovery

**Prompt:** `In a surprising scientific discovery,`

> In a surprising scientific discovery, Professor O’Donovan describes how our eyes react to food and what the science means.
> “I just love that, since it reminds me I can.”
> “What’s next,”
> Sitting and listening to our voices in all these conversations, we can see where we miss

## Story opening

**Prompt:** `Once upon a time in a small village,`

> Once upon a time in a small village, two Indians (Atharaswadasa, Aayogyaas, Surya, etc.) tried to make their neighbors disappear forever, even after only a few months. But when the Pandavas had agreed they attacked Atharaswadasa in the jungle, the Pandavas

## Problem solving

**Prompt:** `To solve a difficult problem, first`

> To solve a difficult problem, first evaluate the problem. A good method to help the system identify, solve, and resolve any problem is to first define “problems” using a given number concept.
> For example, suppose that the numbers 10 to 100 contain 50 problems and there is a 50% chance that there will not be any problem on the

## Reproduction

- Checkpoint: `final_step_019073.pt`
- Checkpoint SHA-256: `e519d993d20c98c841ef061f76a1dec3e6ee24d5e55162bdea2a3e2da280fd40`
- Sampling function: `train_gpt2.generate_text`
- Tokenizer: GPT-2 `tiktoken`
- Seed: `19073`
- Top-k: `50`
- Total sequence limit: `72` tokens