David Pomerenke
commited on
Commit
·
9aa08d7
1
Parent(s):
d178010
Fix speed issues
Browse files- index.html +2 -2
- languagebench.py +32 -25
- pyproject.toml +1 -0
- results.json +489 -81
- results_summary.json +39 -9
- uv.lock +11 -0
index.html
CHANGED
@@ -66,7 +66,7 @@
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fill: "grey",
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}))),
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Plot.text(summaryData, Plot.stackX({
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filter: (d) => d.speakers >
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x: "speakers",
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y2: "bleu",
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order: "bleu",
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@@ -75,7 +75,7 @@
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frameAnchor: "bottom",
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textAnchor: "end",
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dy: 10,
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-
rotate: 270
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}))
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]
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});
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fill: "grey",
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}))),
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Plot.text(summaryData, Plot.stackX({
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+
filter: (d) => d.speakers > 5_000_000,
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x: "speakers",
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y2: "bleu",
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order: "bleu",
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frameAnchor: "bottom",
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textAnchor: "end",
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dy: 10,
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rotate: 270,
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}))
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]
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});
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languagebench.py
CHANGED
@@ -6,49 +6,59 @@ from os import getenv
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import evaluate
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import pandas as pd
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from dotenv import load_dotenv
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from joblib.memory import Memory
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from openai import AsyncOpenAI
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from tqdm.asyncio import tqdm_asyncio
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-
from tqdm.auto import tqdm
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# config
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models = [
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"openai/gpt-4o-mini",
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"google/gemini-flash-1.5",
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"anthropic/claude-3.5-sonnet",
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-
"
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"
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]
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-
# models = ["gpt-4o-mini"]
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original_language = "eng_Latn"
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dataset = "floresp-v2.0-rc.3/dev"
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random.seed(42)
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target_languages = [f.split(".")[1] for f in os.listdir(dataset)]
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target_languages = random.choices(target_languages, k=
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# target_languages = [
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# "eng_Latn",
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# "deu_Latn",
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# "fra_Latn",
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# "spa_Latn",
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# "cmn_Hans",
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# "cmn_Hant",
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# ]
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# setup
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load_dotenv()
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client = AsyncOpenAI(
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base_url="https://openrouter.ai/api/v1",
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api_key=getenv("OPENROUTER_API_KEY"),
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-
# api_key=getenv("OPENAI_API_KEY"),
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)
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cache = Memory(location=".cache", verbose=0).cache
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bleu = evaluate.load("sacrebleu")
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@cache
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async def complete(**kwargs):
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-
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def reorder(language_name):
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@@ -70,10 +80,11 @@ async def translate(model, target_language, target_script, sentence):
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messages=[
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{
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"role": "user",
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-
"content": f"Translate the following text to {target_language}
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}
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],
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temperature=0,
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)
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return reply.choices[0].message.content
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@@ -103,15 +114,11 @@ async def main():
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for model in models:
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stats = get_language_stats(target_language)
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print(f"{model} -> {stats['name']}")
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# predictions = [
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# await translate(model, stats["name"], stats["script"], sentence)
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# for sentence in tqdm(original_sentences[:n])
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# ]
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predictions = [
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translate(model, stats["name"], stats["script"], sentence)
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-
for sentence in
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]
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predictions = await tqdm_asyncio.gather(*predictions)
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metrics = bleu.compute(
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predictions=predictions,
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references=target_sentences[:n],
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@@ -130,11 +137,11 @@ async def main():
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)
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with open("results.json", "w") as f:
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json.dump(results, f, indent=2, ensure_ascii=False)
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# compute mean bleu for each target language
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pd.DataFrame(results).groupby("target_language_name").agg(
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{"bleu": "mean", "speakers": "mean"}
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).reset_index().to_json("results_summary.json", indent=2, orient="records")
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if __name__ == "__main__":
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asyncio.run(main())
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import evaluate
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import pandas as pd
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import requests
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from aiolimiter import AsyncLimiter
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from dotenv import load_dotenv
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from joblib.memory import Memory
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from openai import AsyncOpenAI
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from tqdm.asyncio import tqdm_asyncio
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# config
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models = [
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"openai/gpt-4o-mini",
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"anthropic/claude-3.5-sonnet",
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"meta-llama/llama-3.1-70b-instruct", # lots of slow repetitions for LRLs
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"mistralai/mistral-nemo",
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"google/gemini-flash-1.5", # very fast
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"qwen/qwen-2.5-72b-instruct", # somewhat slow
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]
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original_language = "eng_Latn"
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dataset = "floresp-v2.0-rc.3/dev"
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random.seed(42)
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target_languages = [f.split(".")[1] for f in os.listdir(dataset)]
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target_languages = random.choices(target_languages, k=15) + ["deu_Latn"]
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# setup
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load_dotenv()
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client = AsyncOpenAI(
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base_url="https://openrouter.ai/api/v1",
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api_key=getenv("OPENROUTER_API_KEY"),
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)
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cache = Memory(location=".cache", verbose=0).cache
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bleu = evaluate.load("sacrebleu")
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rate_limit = AsyncLimiter(max_rate=2, time_period=0.1)
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def check_rate_limit():
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print(
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requests.get(
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"https://openrouter.ai/api/v1/auth/key",
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headers={"Authorization": f"Bearer {getenv('OPENROUTER_API_KEY')}"},
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).json()
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)
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print(
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requests.get(
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"https://openrouter.ai/api/v1/models",
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headers={"Authorization": f"Bearer {getenv('OPENROUTER_API_KEY')}"},
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).json()
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)
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@cache
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async def complete(**kwargs):
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async with rate_limit:
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response = await client.chat.completions.create(**kwargs)
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return response
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def reorder(language_name):
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messages=[
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{
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"role": "user",
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"content": f"Translate the following text to the {target_language} language; use the {target_script} script; reply only with the translation:\n\n{sentence}",
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}
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],
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temperature=0.1,
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max_tokens=1024,
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)
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return reply.choices[0].message.content
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for model in models:
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stats = get_language_stats(target_language)
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print(f"{model} -> {stats['name']}")
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predictions = [
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translate(model, stats["name"], stats["script"], sentence)
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for sentence in original_sentences[:n]
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]
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predictions = await tqdm_asyncio.gather(*predictions, miniters=1)
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metrics = bleu.compute(
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predictions=predictions,
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references=target_sentences[:n],
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)
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with open("results.json", "w") as f:
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json.dump(results, f, indent=2, ensure_ascii=False)
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pd.DataFrame(results).groupby("target_language_name").agg(
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{"bleu": "mean", "speakers": "mean"}
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).reset_index().to_json("results_summary.json", indent=2, orient="records")
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if __name__ == "__main__":
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# check_rate_limit()
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asyncio.run(main())
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pyproject.toml
CHANGED
@@ -5,6 +5,7 @@ description = "Add your description here"
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readme = "README.md"
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requires-python = ">=3.10"
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dependencies = [
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"evaluate>=0.4.3",
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"joblib>=1.4.2",
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"openai>=1.52.2",
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readme = "README.md"
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requires-python = ">=3.10"
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dependencies = [
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"aiolimiter>=1.1.0",
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"evaluate>=0.4.3",
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"joblib>=1.4.2",
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"openai>=1.52.2",
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results.json
CHANGED
@@ -5,39 +5,47 @@
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"target_language": "isl_Latn",
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"target_language_name": "Icelandic",
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"speakers": 358000,
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"bleu": 61.
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "isl_Latn",
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"target_language_name": "Icelandic",
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"speakers": 358000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "isl_Latn",
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"target_language_name": "Icelandic",
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"speakers": 358000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "isl_Latn",
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"target_language_name": "Icelandic",
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"speakers": 358000,
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-
"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "isl_Latn",
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"target_language_name": "Icelandic",
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"speakers": 358000,
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"bleu":
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},
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{
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"model": "openai/gpt-4o-mini",
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"target_language": "ind_Latn",
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"target_language_name": "Indonesian",
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"speakers": 198996550,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ind_Latn",
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"target_language_name": "Indonesian",
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"speakers": 198996550,
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-
"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ind_Latn",
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"target_language_name": "Indonesian",
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"speakers": 198996550,
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-
"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ind_Latn",
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"target_language_name": "Indonesian",
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"speakers": 198996550,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ind_Latn",
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"target_language_name": "Indonesian",
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"speakers": 198996550,
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"bleu":
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},
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{
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"model": "openai/gpt-4o-mini",
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@@ -85,39 +101,47 @@
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"target_language": "pol_Latn",
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"target_language_name": "Polish",
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"speakers": 40200000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "pol_Latn",
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"target_language_name": "Polish",
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"speakers": 40200000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "pol_Latn",
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"target_language_name": "Polish",
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"speakers": 40200000,
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"bleu": 62.
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "pol_Latn",
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"target_language_name": "Polish",
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"speakers": 40200000,
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"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "pol_Latn",
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"target_language_name": "Polish",
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"speakers": 40200000,
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-
"bleu":
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},
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{
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"model": "openai/gpt-4o-mini",
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@@ -125,39 +149,47 @@
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"target_language": "kas_Deva",
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"target_language_name": "Kashmiri",
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"speakers": 6900000,
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-
"bleu": 22.
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "kas_Deva",
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"target_language_name": "Kashmiri",
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"speakers": 6900000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "kas_Deva",
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"target_language_name": "Kashmiri",
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"speakers": 6900000,
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"bleu":
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},
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "kas_Deva",
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"target_language_name": "Kashmiri",
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"speakers": 6900000,
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"bleu": 18.
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "kas_Deva",
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"target_language_name": "Kashmiri",
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"speakers": 6900000,
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-
"bleu":
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},
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{
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"model": "openai/gpt-4o-mini",
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@@ -165,39 +197,47 @@
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"target_language": "lin_Latn",
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"target_language_name": "Lingala",
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"speakers": 20000000,
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-
"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "lin_Latn",
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"target_language_name": "Lingala",
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"speakers": 20000000,
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-
"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "lin_Latn",
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"target_language_name": "Lingala",
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"speakers": 20000000,
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-
"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "lin_Latn",
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"target_language_name": "Lingala",
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"speakers": 20000000,
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-
"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "lin_Latn",
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"target_language_name": "Lingala",
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"speakers": 20000000,
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"bleu":
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},
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{
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"model": "openai/gpt-4o-mini",
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@@ -205,39 +245,47 @@
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"target_language": "bjn_Latn",
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"target_language_name": "Banjar",
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"speakers": 3500000,
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-
"bleu": 50.
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "bjn_Latn",
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"target_language_name": "Banjar",
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"speakers": 3500000,
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-
"bleu":
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},
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{
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-
"model": "
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"original_language": "eng_Latn",
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"target_language": "bjn_Latn",
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"target_language_name": "Banjar",
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"speakers": 3500000,
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{
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"original_language": "eng_Latn",
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"target_language": "bjn_Latn",
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"target_language_name": "Banjar",
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"speakers": 3500000,
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"model": "openai/gpt-4o-mini",
|
@@ -245,39 +293,47 @@
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"target_language": "bho_Deva",
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"model": "
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"speakers": 52200000,
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"bleu":
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"original_language": "eng_Latn",
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"target_language": "bho_Deva",
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"speakers": 52200000,
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"original_language": "eng_Latn",
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"target_language": "bho_Deva",
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"target_language_name": "Bhojpuri",
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"speakers": 52200000,
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"bleu":
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"model": "
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"original_language": "eng_Latn",
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"target_language": "bho_Deva",
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"target_language_name": "Bhojpuri",
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"speakers": 52200000,
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"bleu":
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"model": "openai/gpt-4o-mini",
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@@ -285,39 +341,47 @@
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"target_language": "ces_Latn",
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ces_Latn",
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"target_language_name": "Czech",
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ces_Latn",
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"target_language_name": "Czech",
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"speakers": 10700000,
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"bleu":
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "ces_Latn",
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"target_language_name": "Czech",
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"speakers": 10700000,
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"bleu":
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"original_language": "eng_Latn",
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"target_language": "ces_Latn",
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"target_language_name": "Czech",
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"speakers": 10700000,
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"bleu":
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},
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"model": "openai/gpt-4o-mini",
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@@ -325,38 +389,382 @@
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"target_language": "sag_Latn",
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"target_language_name": "Sango",
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"speakers": 4600000,
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"bleu":
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{
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"model": "
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"target_language": "sag_Latn",
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"target_language_name": "Sango",
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"speakers": 4600000,
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"bleu":
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language": "sag_Latn",
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"target_language_name": "Sango",
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"speakers": 4600000,
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"bleu":
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{
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"model": "
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"original_language": "eng_Latn",
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"target_language_name": "Sango",
|
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"bleu":
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{
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"model": "
|
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|
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|
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|
361 |
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362 |
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|
5 |
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6 |
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7 |
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8 |
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10 |
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11 |
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12 |
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13 |
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20 |
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23 |
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24 |
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31 |
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34 |
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35 |
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36 |
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40 |
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50 |
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51 |
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results_summary.json
CHANGED
@@ -1,47 +1,77 @@
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{
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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@@ -535,6 +544,7 @@ name = "languagebench"
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