(name: str)

(question, context, samples)

(provider, prompt, model)

( sample, processed_samples, sample_index=3, score_model="o3-mini", repeats=3, fetch_u

(user_prompt, system_prompt=None, model="o3-mini", max_retries=5, base_delay=1.0)

(text_to_score, top_p=0.9, k=5)

()

(env_path: Path)

(user_prompt, system_prompt=None)

(freshqa_csv, samples, output_path, limit, fetch_urls)

(samples, output_dir, limit)

(samples, output_path, limit)

()

(url)

(url)

(total, count)

(df)

(name)

(response)

()

( handwritten_examples, system_prompt, processed_samples, top_p=0.6, k=5, epochs=15,

()

(freshqa_csv)

()

()

()

(token_sums, token_counts)

(split_name)

(prompt, model)

(prompt, model="deepseek_firework")

(prompt)

(prompt, model="magistral-small-2509")

( df, provider, model, output_file, attack_cols, start_index=0, limit=None, )

(text)

(sample_score, best_scores, csv_path, plot_path)

(question, context, samples)

(question, source)

(col)