LLM Vocabulary Insight Report

ℹ️ Project Info

🎯 Overview

This report presents a comprehensive analysis of Greek language tokenization capabilities across 54 Large Language Models (LLMs). The analysis evaluates how effectively different transformer-based models handle Greek text through their tokenizer vocabularies, providing insights into Greek language support, character coverage, and tokenization efficiency.

Overall Statistics

Metric	Value
Total Models Analyzed	54
Combined Vocabulary Size	7,797,154 tokens
Average Vocabulary Size	144,391 tokens
Total Greek Tokens	140,510 (1.80%)
Total Latin Tokens	5,025,935 (64.46%)

Model Performance Rankings

🇬🇷 Greek Language Support

By Absolute Token Count

🥇 Most Tokens: ilsp/Meltemi-7B-Instruct-v1.5 - 28,162 tokens (45.89%)
📉 Fewest Tokens: ibm-granite/granite-4.0-tiny-preview - 42 tokens (0.09%)

By Percentage Coverage

🥇 Highest %: ilsp/Meltemi-7B-Instruct-v1.5 - 45.89% (28,162 tokens)
📉 Lowest %: microsoft/phi-4 - 0.04% (44 tokens)

🇮🇹 Latin Language Support

By Absolute Token Count

🥇 Most Tokens: mlx-community/aya-expanse-32b-8bit - 173,699 tokens (68.12%)
📉 Fewest Tokens: unsloth/mistral-7b-v0.3 - 25,723 tokens (78.50%)

By Percentage Coverage

🥇 Highest %: microsoft/phi-4 - 89.33% (89,643 tokens)
📉 Lowest %: ASiatras/Chios_Chatbot - 42.28% (25,945 tokens)

Greek Performance Rankings

By Token Count (Absolute Numbers)

Rank	Model	Parameters	Greek Tokens	Total Vocabulary	Percentage
1	ilsp/Meltemi-7B-Instruct-v1.5	7B	28,162	61,366	45.89%
2	ASiatras/Chios_Chatbot	1B	28,152	61,362	45.88%
3	ilsp/Llama-Krikri-8B-Instruct	8B	22,212	149,248	14.88%
4	mlx-community/aya-expanse-32b-8bit	32B	7,547	255,000	2.96%
5	1-800-LLMs/tiny-aya-earth	3B	4,622	261,000	1.77%
6	kyutai/helium-1-2b	2B	3,820	64,000	5.97%
7	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	2,816	128,000	2.20%
8	utter-project/EuroMoE-2.6B-A0.6B-2512	3B	2,816	128,000	2.20%
9	unsloth/Qwen3.5-27B	28B	1,538	248,044	0.62%
10	unsloth/Qwen3.5-122B-A10B	125B	1,538	248,044	0.62%
11	unsloth/Qwen3.6-35B-A3B	36B	1,538	248,044	0.62%
12	unsloth/Qwen3.6-27B	28B	1,538	248,044	0.62%
13	unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	1,507	131,072	1.15%
14	unsloth/Nemotron-3-Nano-30B-A3B	32B	1,507	131,072	1.15%
15	unsloth/Devstral-Small-2505	24B	1,507	131,072	1.15%
16	unsloth/Magistral-Small-2506	24B	1,507	131,072	1.15%
17	unsloth/Mistral-Medium-3.5-128B	128B	1,507	131,072	1.15%
18	unsloth/Mistral-Small-4-119B-2603	119B	1,507	131,072	1.15%
19	unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	1,507	131,072	1.15%
20	unsloth/gemma-3-27b-it	27B	1,409	262,144	0.54%
21	unsloth/gemma-4-12b-it	12B	1,409	262,144	0.54%
22	unsloth/gemma-4-12b	12B	1,409	262,144	0.54%
23	unsloth/gemma-4-E2B	5B	1,409	262,144	0.54%
24	unsloth/gemma-4-E4B	8B	1,409	262,144	0.54%
25	unsloth/gemma-4-31B	33B	1,409	262,144	0.54%
26	unsloth/Llama-3.2-3B-Instruct	3B	1,378	128,000	1.08%
27	unsloth/llama-3-8b	8B	1,378	128,000	1.08%
28	unsloth/Llama-3.3-70B-Instruct	71B	1,378	128,000	1.08%
29	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	1,378	128,000	1.08%
30	microsoft/bitnet-b1.58-2B-4T	1B	1,378	128,000	1.08%
31	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	1,378	128,000	1.08%
32	HuggingFaceTB/SmolLM3-3B	3B	1,378	128,000	1.08%
33	THUDM/GLM-4.1V-9B-Thinking	10B	832	151,329	0.55%
34	unsloth/Step-3.7-Flash	201B	629	128,000	0.49%
35	unsloth/DeepSeek-R1	684B	629	128,000	0.49%
36	unsloth/DeepSeek-R1-0528	N/A	629	128,000	0.49%
37	unsloth/DeepSeek-Prover-V2-671B	671B	629	128,000	0.49%
38	tngtech/DeepSeek-R1T-Chimera	685B	629	128,000	0.49%
39	unsloth/LFM2.5-8B-A1B	8B	430	124,893	0.34%
40	openbmb/MiniCPM4-8B	8B	143	73,440	0.19%
41	Qwen/Qwen3-32B	33B	127	151,643	0.08%
42	Qwen/Qwen3-235B-A22B	235B	127	151,643	0.08%
43	Qwen/Qwen2.5-Omni-3B	6B	127	151,643	0.08%
44	Loom-Labs/Apollo-1-4B	4B	127	151,643	0.08%
45	deepseek-ai/DeepSeek-V2.5-1210	236B	86	100,000	0.09%
46	unsloth/mistral-7b-v0.3	7B	58	32,768	0.18%
47	unsloth/Mistral-Small-Instruct-2409	22B	58	32,768	0.18%
48	microsoft/phi-4	15B	44	100,352	0.04%
49	unsloth/granite-4.1-30b	29B	44	100,352	0.04%
50	unsloth/granite-4.1-8b	9B	44	100,352	0.04%
51	unsloth/granite-4.1-30b	29B	44	100,352	0.04%
52	ibm-granite/granite-4.0-tiny-preview	7B	42	49,152	0.09%
53	ibm-granite/granite-3.3-8b-instruct	8B	42	49,152	0.09%
54	ibm-granite/granite-speech-3.3-8b	9B	42	49,152	0.09%

By Percentage (Relative Performance)

Rank	Model	Parameters	Percentage	Greek Tokens	Total Vocabulary
1	ilsp/Meltemi-7B-Instruct-v1.5	7B	45.89%	28,162	61,366
2	ASiatras/Chios_Chatbot	1B	45.88%	28,152	61,362
3	ilsp/Llama-Krikri-8B-Instruct	8B	14.88%	22,212	149,248
4	kyutai/helium-1-2b	2B	5.97%	3,820	64,000
5	mlx-community/aya-expanse-32b-8bit	32B	2.96%	7,547	255,000
6	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	2.20%	2,816	128,000
7	utter-project/EuroMoE-2.6B-A0.6B-2512	3B	2.20%	2,816	128,000
8	1-800-LLMs/tiny-aya-earth	3B	1.77%	4,622	261,000
9	unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	1.15%	1,507	131,072
10	unsloth/Nemotron-3-Nano-30B-A3B	32B	1.15%	1,507	131,072
11	unsloth/Devstral-Small-2505	24B	1.15%	1,507	131,072
12	unsloth/Magistral-Small-2506	24B	1.15%	1,507	131,072
13	unsloth/Mistral-Medium-3.5-128B	128B	1.15%	1,507	131,072
14	unsloth/Mistral-Small-4-119B-2603	119B	1.15%	1,507	131,072
15	unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	1.15%	1,507	131,072
16	unsloth/Llama-3.2-3B-Instruct	3B	1.08%	1,378	128,000
17	unsloth/llama-3-8b	8B	1.08%	1,378	128,000
18	unsloth/Llama-3.3-70B-Instruct	71B	1.08%	1,378	128,000
19	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	1.08%	1,378	128,000
20	microsoft/bitnet-b1.58-2B-4T	1B	1.08%	1,378	128,000
21	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	1.08%	1,378	128,000
22	HuggingFaceTB/SmolLM3-3B	3B	1.08%	1,378	128,000
23	unsloth/Qwen3.5-27B	28B	0.62%	1,538	248,044
24	unsloth/Qwen3.5-122B-A10B	125B	0.62%	1,538	248,044
25	unsloth/Qwen3.6-35B-A3B	36B	0.62%	1,538	248,044
26	unsloth/Qwen3.6-27B	28B	0.62%	1,538	248,044
27	THUDM/GLM-4.1V-9B-Thinking	10B	0.55%	832	151,329
28	unsloth/gemma-3-27b-it	27B	0.54%	1,409	262,144
29	unsloth/gemma-4-12b-it	12B	0.54%	1,409	262,144
30	unsloth/gemma-4-12b	12B	0.54%	1,409	262,144
31	unsloth/gemma-4-E2B	5B	0.54%	1,409	262,144
32	unsloth/gemma-4-E4B	8B	0.54%	1,409	262,144
33	unsloth/gemma-4-31B	33B	0.54%	1,409	262,144
34	unsloth/Step-3.7-Flash	201B	0.49%	629	128,000
35	unsloth/DeepSeek-R1	684B	0.49%	629	128,000
36	unsloth/DeepSeek-R1-0528	N/A	0.49%	629	128,000
37	unsloth/DeepSeek-Prover-V2-671B	671B	0.49%	629	128,000
38	tngtech/DeepSeek-R1T-Chimera	685B	0.49%	629	128,000
39	unsloth/LFM2.5-8B-A1B	8B	0.34%	430	124,893
40	openbmb/MiniCPM4-8B	8B	0.19%	143	73,440
41	unsloth/mistral-7b-v0.3	7B	0.18%	58	32,768
42	unsloth/Mistral-Small-Instruct-2409	22B	0.18%	58	32,768
43	deepseek-ai/DeepSeek-V2.5-1210	236B	0.09%	86	100,000
44	ibm-granite/granite-4.0-tiny-preview	7B	0.09%	42	49,152
45	ibm-granite/granite-3.3-8b-instruct	8B	0.09%	42	49,152
46	ibm-granite/granite-speech-3.3-8b	9B	0.09%	42	49,152
47	Qwen/Qwen3-32B	33B	0.08%	127	151,643
48	Qwen/Qwen3-235B-A22B	235B	0.08%	127	151,643
49	Qwen/Qwen2.5-Omni-3B	6B	0.08%	127	151,643
50	Loom-Labs/Apollo-1-4B	4B	0.08%	127	151,643
51	microsoft/phi-4	15B	0.04%	44	100,352
52	unsloth/granite-4.1-30b	29B	0.04%	44	100,352
53	unsloth/granite-4.1-8b	9B	0.04%	44	100,352
54	unsloth/granite-4.1-30b	29B	0.04%	44	100,352

Latin Performance Rankings

By Token Count (Absolute Numbers)

Rank	Model	Parameters	Latin Tokens	Total Vocabulary	Percentage
1	mlx-community/aya-expanse-32b-8bit	32B	173,699	255,000	68.12%
2	1-800-LLMs/tiny-aya-earth	3B	153,473	261,000	58.80%
3	unsloth/gemma-3-27b-it	27B	151,739	262,144	57.88%
4	unsloth/gemma-4-12b-it	12B	151,739	262,144	57.88%
5	unsloth/gemma-4-12b	12B	151,739	262,144	57.88%
6	unsloth/gemma-4-E2B	5B	151,739	262,144	57.88%
7	unsloth/gemma-4-E4B	8B	151,739	262,144	57.88%
8	unsloth/gemma-4-31B	33B	151,739	262,144	57.88%
9	unsloth/Qwen3.5-27B	28B	137,780	248,044	55.55%
10	unsloth/Qwen3.5-122B-A10B	125B	137,780	248,044	55.55%
11	unsloth/Qwen3.6-35B-A3B	36B	137,780	248,044	55.55%
12	unsloth/Qwen3.6-27B	28B	137,780	248,044	55.55%
13	THUDM/GLM-4.1V-9B-Thinking	10B	100,326	151,329	66.30%
14	ilsp/Llama-Krikri-8B-Instruct	8B	96,699	149,248	64.79%
15	unsloth/Llama-3.2-3B-Instruct	3B	96,687	128,000	75.54%
16	unsloth/llama-3-8b	8B	96,687	128,000	75.54%
17	unsloth/Llama-3.3-70B-Instruct	71B	96,687	128,000	75.54%
18	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	96,687	128,000	75.54%
19	microsoft/bitnet-b1.58-2B-4T	1B	96,687	128,000	75.54%
20	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	96,687	128,000	75.54%
21	HuggingFaceTB/SmolLM3-3B	3B	96,687	128,000	75.54%
22	Qwen/Qwen3-32B	33B	93,859	151,643	61.89%
23	Qwen/Qwen3-235B-A22B	235B	93,859	151,643	61.89%
24	Qwen/Qwen2.5-Omni-3B	6B	93,859	151,643	61.89%
25	Loom-Labs/Apollo-1-4B	4B	93,859	151,643	61.89%
26	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	91,179	128,000	71.23%
27	utter-project/EuroMoE-2.6B-A0.6B-2512	3B	91,179	128,000	71.23%
28	microsoft/phi-4	15B	89,643	100,352	89.33%
29	unsloth/granite-4.1-30b	29B	89,643	100,352	89.33%
30	unsloth/granite-4.1-8b	9B	89,643	100,352	89.33%
31	unsloth/granite-4.1-30b	29B	89,643	100,352	89.33%
32	unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	87,986	131,072	67.13%
33	unsloth/Nemotron-3-Nano-30B-A3B	32B	87,986	131,072	67.13%
34	unsloth/Devstral-Small-2505	24B	87,986	131,072	67.13%
35	unsloth/Magistral-Small-2506	24B	87,986	131,072	67.13%
36	unsloth/Mistral-Medium-3.5-128B	128B	87,986	131,072	67.13%
37	unsloth/Mistral-Small-4-119B-2603	119B	87,986	131,072	67.13%
38	unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	87,986	131,072	67.13%
39	unsloth/LFM2.5-8B-A1B	8B	86,283	124,893	69.09%
40	unsloth/Step-3.7-Flash	201B	71,454	128,000	55.82%
41	unsloth/DeepSeek-R1	684B	71,454	128,000	55.82%
42	unsloth/DeepSeek-R1-0528	N/A	71,454	128,000	55.82%
43	unsloth/DeepSeek-Prover-V2-671B	671B	71,454	128,000	55.82%
44	tngtech/DeepSeek-R1T-Chimera	685B	71,454	128,000	55.82%
45	deepseek-ai/DeepSeek-V2.5-1210	236B	70,489	100,000	70.49%
46	kyutai/helium-1-2b	2B	56,414	64,000	88.15%
47	ibm-granite/granite-4.0-tiny-preview	7B	40,302	49,152	81.99%
48	ibm-granite/granite-3.3-8b-instruct	8B	40,302	49,152	81.99%
49	ibm-granite/granite-speech-3.3-8b	9B	40,302	49,152	81.99%
50	openbmb/MiniCPM4-8B	8B	36,406	73,440	49.57%
51	ilsp/Meltemi-7B-Instruct-v1.5	7B	25,948	61,366	42.28%
52	ASiatras/Chios_Chatbot	1B	25,945	61,362	42.28%
53	unsloth/mistral-7b-v0.3	7B	25,723	32,768	78.50%
54	unsloth/Mistral-Small-Instruct-2409	22B	25,723	32,768	78.50%

By Percentage (Relative Performance)

Rank	Model	Parameters	Percentage	Latin Tokens	Total Vocabulary
1	microsoft/phi-4	15B	89.33%	89,643	100,352
2	unsloth/granite-4.1-30b	29B	89.33%	89,643	100,352
3	unsloth/granite-4.1-8b	9B	89.33%	89,643	100,352
4	unsloth/granite-4.1-30b	29B	89.33%	89,643	100,352
5	kyutai/helium-1-2b	2B	88.15%	56,414	64,000
6	ibm-granite/granite-4.0-tiny-preview	7B	81.99%	40,302	49,152
7	ibm-granite/granite-3.3-8b-instruct	8B	81.99%	40,302	49,152
8	ibm-granite/granite-speech-3.3-8b	9B	81.99%	40,302	49,152
9	unsloth/mistral-7b-v0.3	7B	78.50%	25,723	32,768
10	unsloth/Mistral-Small-Instruct-2409	22B	78.50%	25,723	32,768
11	unsloth/Llama-3.2-3B-Instruct	3B	75.54%	96,687	128,000
12	unsloth/llama-3-8b	8B	75.54%	96,687	128,000
13	unsloth/Llama-3.3-70B-Instruct	71B	75.54%	96,687	128,000
14	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	75.54%	96,687	128,000
15	microsoft/bitnet-b1.58-2B-4T	1B	75.54%	96,687	128,000
16	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	75.54%	96,687	128,000
17	HuggingFaceTB/SmolLM3-3B	3B	75.54%	96,687	128,000
18	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	71.23%	91,179	128,000
19	utter-project/EuroMoE-2.6B-A0.6B-2512	3B	71.23%	91,179	128,000
20	deepseek-ai/DeepSeek-V2.5-1210	236B	70.49%	70,489	100,000
21	unsloth/LFM2.5-8B-A1B	8B	69.09%	86,283	124,893
22	mlx-community/aya-expanse-32b-8bit	32B	68.12%	173,699	255,000
23	unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	67.13%	87,986	131,072
24	unsloth/Nemotron-3-Nano-30B-A3B	32B	67.13%	87,986	131,072
25	unsloth/Devstral-Small-2505	24B	67.13%	87,986	131,072
26	unsloth/Magistral-Small-2506	24B	67.13%	87,986	131,072
27	unsloth/Mistral-Medium-3.5-128B	128B	67.13%	87,986	131,072
28	unsloth/Mistral-Small-4-119B-2603	119B	67.13%	87,986	131,072
29	unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	67.13%	87,986	131,072
30	THUDM/GLM-4.1V-9B-Thinking	10B	66.30%	100,326	151,329
31	ilsp/Llama-Krikri-8B-Instruct	8B	64.79%	96,699	149,248
32	Qwen/Qwen3-32B	33B	61.89%	93,859	151,643
33	Qwen/Qwen3-235B-A22B	235B	61.89%	93,859	151,643
34	Qwen/Qwen2.5-Omni-3B	6B	61.89%	93,859	151,643
35	Loom-Labs/Apollo-1-4B	4B	61.89%	93,859	151,643
36	1-800-LLMs/tiny-aya-earth	3B	58.80%	153,473	261,000
37	unsloth/gemma-3-27b-it	27B	57.88%	151,739	262,144
38	unsloth/gemma-4-12b-it	12B	57.88%	151,739	262,144
39	unsloth/gemma-4-12b	12B	57.88%	151,739	262,144
40	unsloth/gemma-4-E2B	5B	57.88%	151,739	262,144
41	unsloth/gemma-4-E4B	8B	57.88%	151,739	262,144
42	unsloth/gemma-4-31B	33B	57.88%	151,739	262,144
43	unsloth/Step-3.7-Flash	201B	55.82%	71,454	128,000
44	unsloth/DeepSeek-R1	684B	55.82%	71,454	128,000
45	unsloth/DeepSeek-R1-0528	N/A	55.82%	71,454	128,000
46	unsloth/DeepSeek-Prover-V2-671B	671B	55.82%	71,454	128,000
47	tngtech/DeepSeek-R1T-Chimera	685B	55.82%	71,454	128,000
48	unsloth/Qwen3.5-27B	28B	55.55%	137,780	248,044
49	unsloth/Qwen3.5-122B-A10B	125B	55.55%	137,780	248,044
50	unsloth/Qwen3.6-35B-A3B	36B	55.55%	137,780	248,044
51	unsloth/Qwen3.6-27B	28B	55.55%	137,780	248,044
52	openbmb/MiniCPM4-8B	8B	49.57%	36,406	73,440
53	ilsp/Meltemi-7B-Instruct-v1.5	7B	42.28%	25,948	61,366
54	ASiatras/Chios_Chatbot	1B	42.28%	25,945	61,362

Comparative Analysis

Vocabulary Size Distribution

Model	Parameters	Total Vocabulary	Visual Scale	Relative Size
unsloth/gemma-3-27b-it	27B	262,144		181.6% of avg
unsloth/gemma-4-12b-it	12B	262,144		181.6% of avg
unsloth/gemma-4-12b	12B	262,144		181.6% of avg
unsloth/gemma-4-E2B	5B	262,144		181.6% of avg
unsloth/gemma-4-E4B	8B	262,144		181.6% of avg
unsloth/gemma-4-31B	33B	262,144		181.6% of avg
1-800-LLMs/tiny-aya-earth	3B	261,000		180.8% of avg
mlx-community/aya-expanse-32b-8bit	32B	255,000		176.6% of avg
unsloth/Qwen3.5-27B	28B	248,044		171.8% of avg
unsloth/Qwen3.5-122B-A10B	125B	248,044		171.8% of avg
unsloth/Qwen3.6-35B-A3B	36B	248,044		171.8% of avg
unsloth/Qwen3.6-27B	28B	248,044		171.8% of avg
Qwen/Qwen3-32B	33B	151,643		105.0% of avg
Qwen/Qwen3-235B-A22B	235B	151,643		105.0% of avg
Qwen/Qwen2.5-Omni-3B	6B	151,643		105.0% of avg
Loom-Labs/Apollo-1-4B	4B	151,643		105.0% of avg
THUDM/GLM-4.1V-9B-Thinking	10B	151,329		104.8% of avg
ilsp/Llama-Krikri-8B-Instruct	8B	149,248		103.4% of avg
unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	131,072		90.8% of avg
unsloth/Nemotron-3-Nano-30B-A3B	32B	131,072		90.8% of avg
unsloth/Devstral-Small-2505	24B	131,072		90.8% of avg
unsloth/Magistral-Small-2506	24B	131,072		90.8% of avg
unsloth/Mistral-Medium-3.5-128B	128B	131,072		90.8% of avg
unsloth/Mistral-Small-4-119B-2603	119B	131,072		90.8% of avg
unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	131,072		90.8% of avg
unsloth/Llama-3.2-3B-Instruct	3B	128,000		88.6% of avg
unsloth/llama-3-8b	8B	128,000		88.6% of avg
unsloth/Llama-3.3-70B-Instruct	71B	128,000		88.6% of avg
kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	128,000		88.6% of avg
unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	128,000		88.6% of avg
unsloth/Step-3.7-Flash	201B	128,000		88.6% of avg
unsloth/DeepSeek-R1	684B	128,000		88.6% of avg
unsloth/DeepSeek-R1-0528	N/A	128,000		88.6% of avg
unsloth/DeepSeek-Prover-V2-671B	671B	128,000		88.6% of avg
tngtech/DeepSeek-R1T-Chimera	685B	128,000		88.6% of avg
microsoft/bitnet-b1.58-2B-4T	1B	128,000		88.6% of avg
nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	128,000		88.6% of avg
HuggingFaceTB/SmolLM3-3B	3B	128,000		88.6% of avg
utter-project/EuroMoE-2.6B-A0.6B-2512	3B	128,000		88.6% of avg
unsloth/LFM2.5-8B-A1B	8B	124,893		86.5% of avg
microsoft/phi-4	15B	100,352		69.5% of avg
unsloth/granite-4.1-30b	29B	100,352		69.5% of avg
unsloth/granite-4.1-8b	9B	100,352		69.5% of avg
unsloth/granite-4.1-30b	29B	100,352		69.5% of avg
deepseek-ai/DeepSeek-V2.5-1210	236B	100,000		69.3% of avg
openbmb/MiniCPM4-8B	8B	73,440		50.9% of avg
kyutai/helium-1-2b	2B	64,000		44.3% of avg
ilsp/Meltemi-7B-Instruct-v1.5	7B	61,366		42.5% of avg
ASiatras/Chios_Chatbot	1B	61,362		42.5% of avg
ibm-granite/granite-4.0-tiny-preview	7B	49,152		34.0% of avg
ibm-granite/granite-3.3-8b-instruct	8B	49,152		34.0% of avg
ibm-granite/granite-speech-3.3-8b	9B	49,152		34.0% of avg
unsloth/mistral-7b-v0.3	7B	32,768		22.7% of avg
unsloth/Mistral-Small-Instruct-2409	22B	32,768		22.7% of avg

Greek Support Comparison

Rank	Model	Greek Percentage	Greek Tokens	Visual
1	ilsp/Meltemi-7B-Instruct-v1.5	45.89%	28,162	🟩🟩🟩🟩🟩
2	ASiatras/Chios_Chatbot	45.88%	28,152	🟩🟩🟩🟩🟩
3	ilsp/Llama-Krikri-8B-Instruct	14.88%	22,212	🟩🟩🟩🟩🟩
4	mlx-community/aya-expanse-32b-8bit	2.96%	7,547	🟩🟩🟩🟩🟩
5	1-800-LLMs/tiny-aya-earth	1.77%	4,622	🟩🟩🟩🟩🟩
6	kyutai/helium-1-2b	5.97%	3,820	🟩🟩🟩🟩🟩
7	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	2.20%	2,816	🟩🟩🟩🟩🟩
8	utter-project/EuroMoE-2.6B-A0.6B-2512	2.20%	2,816	🟩🟩🟩🟩🟩
9	unsloth/Qwen3.5-27B	0.62%	1,538	🟩🟩🟩⬜⬜
10	unsloth/Qwen3.5-122B-A10B	0.62%	1,538	🟩🟩🟩⬜⬜
11	unsloth/Qwen3.6-35B-A3B	0.62%	1,538	🟩🟩🟩⬜⬜
12	unsloth/Qwen3.6-27B	0.62%	1,538	🟩🟩🟩⬜⬜
13	unsloth/NVIDIA-Nemotron-3-Nano-4B	1.15%	1,507	🟩🟩🟩⬜⬜
14	unsloth/Nemotron-3-Nano-30B-A3B	1.15%	1,507	🟩🟩🟩⬜⬜
15	unsloth/Devstral-Small-2505	1.15%	1,507	🟩🟩🟩⬜⬜
16	unsloth/Magistral-Small-2506	1.15%	1,507	🟩🟩🟩⬜⬜
17	unsloth/Mistral-Medium-3.5-128B	1.15%	1,507	🟩🟩🟩⬜⬜
18	unsloth/Mistral-Small-4-119B-2603	1.15%	1,507	🟩🟩🟩⬜⬜
19	unsloth/Mistral-Small-3.2-24B-Instruct-2506	1.15%	1,507	🟩🟩🟩⬜⬜
20	unsloth/gemma-3-27b-it	0.54%	1,409	🟩🟩⬜⬜⬜
21	unsloth/gemma-4-12b-it	0.54%	1,409	🟩🟩⬜⬜⬜
22	unsloth/gemma-4-12b	0.54%	1,409	🟩🟩⬜⬜⬜
23	unsloth/gemma-4-E2B	0.54%	1,409	🟩🟩⬜⬜⬜
24	unsloth/gemma-4-E4B	0.54%	1,409	🟩🟩⬜⬜⬜
25	unsloth/gemma-4-31B	0.54%	1,409	🟩🟩⬜⬜⬜
26	unsloth/Llama-3.2-3B-Instruct	1.08%	1,378	🟩🟩⬜⬜⬜
27	unsloth/llama-3-8b	1.08%	1,378	🟩🟩⬜⬜⬜
28	unsloth/Llama-3.3-70B-Instruct	1.08%	1,378	🟩🟩⬜⬜⬜
29	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	1.08%	1,378	🟩🟩⬜⬜⬜
30	microsoft/bitnet-b1.58-2B-4T	1.08%	1,378	🟩🟩⬜⬜⬜
31	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	1.08%	1,378	🟩🟩⬜⬜⬜
32	HuggingFaceTB/SmolLM3-3B	1.08%	1,378	🟩🟩⬜⬜⬜
33	THUDM/GLM-4.1V-9B-Thinking	0.55%	832	🟩⬜⬜⬜⬜
34	unsloth/Step-3.7-Flash	0.49%	629	🟩⬜⬜⬜⬜
35	unsloth/DeepSeek-R1	0.49%	629	🟩⬜⬜⬜⬜
36	unsloth/DeepSeek-R1-0528	0.49%	629	🟩⬜⬜⬜⬜
37	unsloth/DeepSeek-Prover-V2-671B	0.49%	629	🟩⬜⬜⬜⬜
38	tngtech/DeepSeek-R1T-Chimera	0.49%	629	🟩⬜⬜⬜⬜
39	unsloth/LFM2.5-8B-A1B	0.34%	430	⬜⬜⬜⬜⬜
40	openbmb/MiniCPM4-8B	0.19%	143	⬜⬜⬜⬜⬜
41	Qwen/Qwen3-32B	0.08%	127	⬜⬜⬜⬜⬜
42	Qwen/Qwen3-235B-A22B	0.08%	127	⬜⬜⬜⬜⬜
43	Qwen/Qwen2.5-Omni-3B	0.08%	127	⬜⬜⬜⬜⬜
44	Loom-Labs/Apollo-1-4B	0.08%	127	⬜⬜⬜⬜⬜
45	deepseek-ai/DeepSeek-V2.5-1210	0.09%	86	⬜⬜⬜⬜⬜
46	unsloth/mistral-7b-v0.3	0.18%	58	⬜⬜⬜⬜⬜
47	unsloth/Mistral-Small-Instruct-2409	0.18%	58	⬜⬜⬜⬜⬜
48	microsoft/phi-4	0.04%	44	⬜⬜⬜⬜⬜
49	unsloth/granite-4.1-30b	0.04%	44	⬜⬜⬜⬜⬜
50	unsloth/granite-4.1-8b	0.04%	44	⬜⬜⬜⬜⬜
51	unsloth/granite-4.1-30b	0.04%	44	⬜⬜⬜⬜⬜
52	ibm-granite/granite-4.0-tiny-preview	0.09%	42	⬜⬜⬜⬜⬜
53	ibm-granite/granite-3.3-8b-instruct	0.09%	42	⬜⬜⬜⬜⬜
54	ibm-granite/granite-speech-3.3-8b	0.09%	42	⬜⬜⬜⬜⬜

Latin Support Comparison

Rank	Model	Latin Percentage	Latin Tokens	Visual
1	mlx-community/aya-expanse-32b-8bit	68.12%	173,699	🟦🟦🟦🟦🟦
2	1-800-LLMs/tiny-aya-earth	58.80%	153,473	🟦🟦🟦🟦🟦
3	unsloth/gemma-3-27b-it	57.88%	151,739	🟦🟦🟦🟦🟦
4	unsloth/gemma-4-12b-it	57.88%	151,739	🟦🟦🟦🟦🟦
5	unsloth/gemma-4-12b	57.88%	151,739	🟦🟦🟦🟦🟦
6	unsloth/gemma-4-E2B	57.88%	151,739	🟦🟦🟦🟦🟦
7	unsloth/gemma-4-E4B	57.88%	151,739	🟦🟦🟦🟦🟦
8	unsloth/gemma-4-31B	57.88%	151,739	🟦🟦🟦🟦🟦
9	unsloth/Qwen3.5-27B	55.55%	137,780	🟦🟦🟦🟦🟦
10	unsloth/Qwen3.5-122B-A10B	55.55%	137,780	🟦🟦🟦🟦🟦
11	unsloth/Qwen3.6-35B-A3B	55.55%	137,780	🟦🟦🟦🟦🟦
12	unsloth/Qwen3.6-27B	55.55%	137,780	🟦🟦🟦🟦🟦
13	THUDM/GLM-4.1V-9B-Thinking	66.30%	100,326	🟦🟦🟦🟦🟦
14	ilsp/Llama-Krikri-8B-Instruct	64.79%	96,699	🟦🟦🟦🟦🟦
15	unsloth/Llama-3.2-3B-Instruct	75.54%	96,687	🟦🟦🟦🟦🟦
16	unsloth/llama-3-8b	75.54%	96,687	🟦🟦🟦🟦🟦
17	unsloth/Llama-3.3-70B-Instruct	75.54%	96,687	🟦🟦🟦🟦🟦
18	unsloth/Llama-3.1-Nemotron-Nano-8B-v1	75.54%	96,687	🟦🟦🟦🟦🟦
19	microsoft/bitnet-b1.58-2B-4T	75.54%	96,687	🟦🟦🟦🟦🟦
20	nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	75.54%	96,687	🟦🟦🟦🟦🟦
21	HuggingFaceTB/SmolLM3-3B	75.54%	96,687	🟦🟦🟦🟦🟦
22	Qwen/Qwen3-32B	61.89%	93,859	🟦🟦🟦🟦🟦
23	Qwen/Qwen3-235B-A22B	61.89%	93,859	🟦🟦🟦🟦🟦
24	Qwen/Qwen2.5-Omni-3B	61.89%	93,859	🟦🟦🟦🟦🟦
25	Loom-Labs/Apollo-1-4B	61.89%	93,859	🟦🟦🟦🟦🟦
26	kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	71.23%	91,179	🟦🟦🟦🟦🟦
27	utter-project/EuroMoE-2.6B-A0.6B-2512	71.23%	91,179	🟦🟦🟦🟦🟦
28	microsoft/phi-4	89.33%	89,643	🟦🟦🟦🟦🟦
29	unsloth/granite-4.1-30b	89.33%	89,643	🟦🟦🟦🟦🟦
30	unsloth/granite-4.1-8b	89.33%	89,643	🟦🟦🟦🟦🟦
31	unsloth/granite-4.1-30b	89.33%	89,643	🟦🟦🟦🟦🟦
32	unsloth/NVIDIA-Nemotron-3-Nano-4B	67.13%	87,986	🟦🟦🟦🟦🟦
33	unsloth/Nemotron-3-Nano-30B-A3B	67.13%	87,986	🟦🟦🟦🟦🟦
34	unsloth/Devstral-Small-2505	67.13%	87,986	🟦🟦🟦🟦🟦
35	unsloth/Magistral-Small-2506	67.13%	87,986	🟦🟦🟦🟦🟦
36	unsloth/Mistral-Medium-3.5-128B	67.13%	87,986	🟦🟦🟦🟦🟦
37	unsloth/Mistral-Small-4-119B-2603	67.13%	87,986	🟦🟦🟦🟦🟦
38	unsloth/Mistral-Small-3.2-24B-Instruct-2506	67.13%	87,986	🟦🟦🟦🟦🟦
39	unsloth/LFM2.5-8B-A1B	69.09%	86,283	🟦🟦🟦🟦🟦
40	unsloth/Step-3.7-Flash	55.82%	71,454	🟦🟦🟦🟦🟦
41	unsloth/DeepSeek-R1	55.82%	71,454	🟦🟦🟦🟦🟦
42	unsloth/DeepSeek-R1-0528	55.82%	71,454	🟦🟦🟦🟦🟦
43	unsloth/DeepSeek-Prover-V2-671B	55.82%	71,454	🟦🟦🟦🟦🟦
44	tngtech/DeepSeek-R1T-Chimera	55.82%	71,454	🟦🟦🟦🟦🟦
45	deepseek-ai/DeepSeek-V2.5-1210	70.49%	70,489	🟦🟦🟦🟦🟦
46	kyutai/helium-1-2b	88.15%	56,414	🟦🟦🟦🟦🟦
47	ibm-granite/granite-4.0-tiny-preview	81.99%	40,302	🟦🟦🟦🟦🟦
48	ibm-granite/granite-3.3-8b-instruct	81.99%	40,302	🟦🟦🟦🟦🟦
49	ibm-granite/granite-speech-3.3-8b	81.99%	40,302	🟦🟦🟦🟦🟦
50	openbmb/MiniCPM4-8B	49.57%	36,406	🟦🟦🟦🟦🟦
51	ilsp/Meltemi-7B-Instruct-v1.5	42.28%	25,948	🟦🟦🟦🟦🟦
52	ASiatras/Chios_Chatbot	42.28%	25,945	🟦🟦🟦🟦🟦
53	unsloth/mistral-7b-v0.3	78.50%	25,723	🟦🟦🟦🟦🟦
54	unsloth/Mistral-Small-Instruct-2409	78.50%	25,723	🟦🟦🟦🟦🟦

Cross-Language Performance Matrix

Model	Parameters	Total Vocab	Greek %	Greek Tokens	Latin %	Latin Tokens	Greek/Latin Ratio
unsloth/Llama-3.2-3B-Instruct	3B	128,000	1.08%	1,378	75.54%	96,687	0.01
unsloth/llama-3-8b	8B	128,000	1.08%	1,378	75.54%	96,687	0.01
unsloth/Llama-3.3-70B-Instruct	71B	128,000	1.08%	1,378	75.54%	96,687	0.01
kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit	9B	128,000	2.20%	2,816	71.23%	91,179	0.03
ilsp/Meltemi-7B-Instruct-v1.5	7B	61,366	45.89%	28,162	42.28%	25,948	1.09
ilsp/Llama-Krikri-8B-Instruct	8B	149,248	14.88%	22,212	64.79%	96,699	0.23
Qwen/Qwen3-32B	33B	151,643	0.08%	127	61.89%	93,859	0.00
Qwen/Qwen3-235B-A22B	235B	151,643	0.08%	127	61.89%	93,859	0.00
Qwen/Qwen2.5-Omni-3B	6B	151,643	0.08%	127	61.89%	93,859	0.00
unsloth/Qwen3.5-27B	28B	248,044	0.62%	1,538	55.55%	137,780	0.01
unsloth/Qwen3.5-122B-A10B	125B	248,044	0.62%	1,538	55.55%	137,780	0.01
unsloth/Qwen3.6-35B-A3B	36B	248,044	0.62%	1,538	55.55%	137,780	0.01
unsloth/Qwen3.6-27B	28B	248,044	0.62%	1,538	55.55%	137,780	0.01
unsloth/Llama-3.1-Nemotron-Nano-8B-v1	8B	128,000	1.08%	1,378	75.54%	96,687	0.01
unsloth/NVIDIA-Nemotron-3-Nano-4B	4B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/Nemotron-3-Nano-30B-A3B	32B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/gemma-3-27b-it	27B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/gemma-4-12b-it	12B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/gemma-4-12b	12B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/gemma-4-E2B	5B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/gemma-4-E4B	8B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/gemma-4-31B	33B	262,144	0.54%	1,409	57.88%	151,739	0.01
unsloth/Step-3.7-Flash	201B	128,000	0.49%	629	55.82%	71,454	0.01
deepseek-ai/DeepSeek-V2.5-1210	236B	100,000	0.09%	86	70.49%	70,489	0.00
unsloth/DeepSeek-R1	684B	128,000	0.49%	629	55.82%	71,454	0.01
unsloth/DeepSeek-R1-0528	N/A	128,000	0.49%	629	55.82%	71,454	0.01
unsloth/DeepSeek-Prover-V2-671B	671B	128,000	0.49%	629	55.82%	71,454	0.01
tngtech/DeepSeek-R1T-Chimera	685B	128,000	0.49%	629	55.82%	71,454	0.01
microsoft/phi-4	15B	100,352	0.04%	44	89.33%	89,643	0.00
microsoft/bitnet-b1.58-2B-4T	1B	128,000	1.08%	1,378	75.54%	96,687	0.01
ibm-granite/granite-4.0-tiny-preview	7B	49,152	0.09%	42	81.99%	40,302	0.00
ibm-granite/granite-3.3-8b-instruct	8B	49,152	0.09%	42	81.99%	40,302	0.00
ibm-granite/granite-speech-3.3-8b	9B	49,152	0.09%	42	81.99%	40,302	0.00
mlx-community/aya-expanse-32b-8bit	32B	255,000	2.96%	7,547	68.12%	173,699	0.04
nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1	9B	128,000	1.08%	1,378	75.54%	96,687	0.01
openbmb/MiniCPM4-8B	8B	73,440	0.19%	143	49.57%	36,406	0.00
unsloth/Devstral-Small-2505	24B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/Magistral-Small-2506	24B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/mistral-7b-v0.3	7B	32,768	0.18%	58	78.50%	25,723	0.00
unsloth/Mistral-Small-Instruct-2409	22B	32,768	0.18%	58	78.50%	25,723	0.00
unsloth/Mistral-Medium-3.5-128B	128B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/Mistral-Small-4-119B-2603	119B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/Mistral-Small-3.2-24B-Instruct-2506	24B	131,072	1.15%	1,507	67.13%	87,986	0.02
unsloth/granite-4.1-30b	29B	100,352	0.04%	44	89.33%	89,643	0.00
HuggingFaceTB/SmolLM3-3B	3B	128,000	1.08%	1,378	75.54%	96,687	0.01
THUDM/GLM-4.1V-9B-Thinking	10B	151,329	0.55%	832	66.30%	100,326	0.01
unsloth/LFM2.5-8B-A1B	8B	124,893	0.34%	430	69.09%	86,283	0.00
unsloth/granite-4.1-8b	9B	100,352	0.04%	44	89.33%	89,643	0.00
unsloth/granite-4.1-30b	29B	100,352	0.04%	44	89.33%	89,643	0.00
1-800-LLMs/tiny-aya-earth	3B	261,000	1.77%	4,622	58.80%	153,473	0.03
utter-project/EuroMoE-2.6B-A0.6B-2512	3B	128,000	2.20%	2,816	71.23%	91,179	0.03
kyutai/helium-1-2b	2B	64,000	5.97%	3,820	88.15%	56,414	0.07
ASiatras/Chios_Chatbot	1B	61,362	45.88%	28,152	42.28%	25,945	1.09
Loom-Labs/Apollo-1-4B	4B	151,643	0.08%	127	61.89%	93,859	0.00

Performance Categories

High Greek Support (>1%)	Medium Greek Support (0.1-1%)	Low Greek Support (<0.1%)
unsloth/Llama-3.2-3B-Instruct (1.08%)	unsloth/Qwen3.5-27B (0.62%)	Qwen/Qwen3-32B (0.08%)
unsloth/llama-3-8b (1.08%)	unsloth/Qwen3.5-122B-A10B (0.62%)	Qwen/Qwen3-235B-A22B (0.08%)
unsloth/Llama-3.3-70B-Instruct (1.08%)	unsloth/Qwen3.6-35B-A3B (0.62%)	Qwen/Qwen2.5-Omni-3B (0.08%)
kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit (2.20%)	unsloth/Qwen3.6-27B (0.62%)	deepseek-ai/DeepSeek-V2.5-1210 (0.09%)
ilsp/Meltemi-7B-Instruct-v1.5 (45.89%)	unsloth/gemma-3-27b-it (0.54%)	microsoft/phi-4 (0.04%)
ilsp/Llama-Krikri-8B-Instruct (14.88%)	unsloth/gemma-4-12b-it (0.54%)	ibm-granite/granite-4.0-tiny-preview (0.09%)
unsloth/Llama-3.1-Nemotron-Nano-8B-v1 (1.08%)	unsloth/gemma-4-12b (0.54%)	ibm-granite/granite-3.3-8b-instruct (0.09%)
unsloth/NVIDIA-Nemotron-3-Nano-4B (1.15%)	unsloth/gemma-4-E2B (0.54%)	ibm-granite/granite-speech-3.3-8b (0.09%)
unsloth/Nemotron-3-Nano-30B-A3B (1.15%)	unsloth/gemma-4-E4B (0.54%)	unsloth/granite-4.1-30b (0.04%)
microsoft/bitnet-b1.58-2B-4T (1.08%)	unsloth/gemma-4-31B (0.54%)	unsloth/granite-4.1-8b (0.04%)
mlx-community/aya-expanse-32b-8bit (2.96%)	unsloth/Step-3.7-Flash (0.49%)	unsloth/granite-4.1-30b (0.04%)
nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1 (1.08%)	unsloth/DeepSeek-R1 (0.49%)	Loom-Labs/Apollo-1-4B (0.08%)
unsloth/Devstral-Small-2505 (1.15%)	unsloth/DeepSeek-R1-0528 (0.49%)
unsloth/Magistral-Small-2506 (1.15%)	unsloth/DeepSeek-Prover-V2-671B (0.49%)
unsloth/Mistral-Medium-3.5-128B (1.15%)	tngtech/DeepSeek-R1T-Chimera (0.49%)
unsloth/Mistral-Small-4-119B-2603 (1.15%)	openbmb/MiniCPM4-8B (0.19%)
unsloth/Mistral-Small-3.2-24B-Instruct-2506 (1.15%)	unsloth/mistral-7b-v0.3 (0.18%)
HuggingFaceTB/SmolLM3-3B (1.08%)	unsloth/Mistral-Small-Instruct-2409 (0.18%)
1-800-LLMs/tiny-aya-earth (1.77%)	THUDM/GLM-4.1V-9B-Thinking (0.55%)
utter-project/EuroMoE-2.6B-A0.6B-2512 (2.20%)	unsloth/LFM2.5-8B-A1B (0.34%)
kyutai/helium-1-2b (5.97%)
ASiatras/Chios_Chatbot (45.88%)

Individual Model Analysis

unsloth/Llama-3.2-3B-Instruct

Metric	Value	Percentage
Parameters	3B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/llama-3-8b

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Llama-3.3-70B-Instruct

Metric	Value	Percentage
Parameters	71B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

kaitchup/EuroLLM-9B-Instruct-AutoRound-GPTQ-4bit

Metric	Value	Percentage
Parameters	9B	-
Total Vocabulary	128,000	100%
Greek Tokens	2,816	2.20%
Latin Tokens	91,179	71.23%

Language Distribution

Greek:                                 2.20%
Latin:  █████████████████████          71.23%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, κ, σ...

Latin: A, B, C, D, E...

---

ilsp/Meltemi-7B-Instruct-v1.5

Metric	Value	Percentage
Parameters	7B	-
Total Vocabulary	61,366	100%
Greek Tokens	28,162	45.89%
Latin Tokens	25,948	42.28%

Language Distribution

Greek:  █████████████                  45.89%
Latin:  ████████████                   42.28%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, ν, τ, ι...

Latin: A, B, C, D, E...

---

ilsp/Llama-Krikri-8B-Instruct

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	149,248	100%
Greek Tokens	22,212	14.88%
Latin Tokens	96,699	64.79%

Language Distribution

Greek:  ████                           14.88%
Latin:  ███████████████████            64.79%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

Qwen/Qwen3-32B

Metric	Value	Percentage
Parameters	33B	-
Total Vocabulary	151,643	100%
Greek Tokens	127	0.08%
Latin Tokens	93,859	61.89%

Language Distribution

Greek:                                 0.08%
Latin:  ██████████████████             61.89%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

Qwen/Qwen3-235B-A22B

Metric	Value	Percentage
Parameters	235B	-
Total Vocabulary	151,643	100%
Greek Tokens	127	0.08%
Latin Tokens	93,859	61.89%

Language Distribution

Greek:                                 0.08%
Latin:  ██████████████████             61.89%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

Qwen/Qwen2.5-Omni-3B

Metric	Value	Percentage
Parameters	6B	-
Total Vocabulary	151,643	100%
Greek Tokens	127	0.08%
Latin Tokens	93,859	61.89%

Language Distribution

Greek:                                 0.08%
Latin:  ██████████████████             61.89%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Qwen3.5-27B

Metric	Value	Percentage
Parameters	28B	-
Total Vocabulary	248,044	100%
Greek Tokens	1,538	0.62%
Latin Tokens	137,780	55.55%

Language Distribution

Greek:                                 0.62%
Latin:  ████████████████               55.55%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Qwen3.5-122B-A10B

Metric	Value	Percentage
Parameters	125B	-
Total Vocabulary	248,044	100%
Greek Tokens	1,538	0.62%
Latin Tokens	137,780	55.55%

Language Distribution

Greek:                                 0.62%
Latin:  ████████████████               55.55%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Qwen3.6-35B-A3B

Metric	Value	Percentage
Parameters	36B	-
Total Vocabulary	248,044	100%
Greek Tokens	1,538	0.62%
Latin Tokens	137,780	55.55%

Language Distribution

Greek:                                 0.62%
Latin:  ████████████████               55.55%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Qwen3.6-27B

Metric	Value	Percentage
Parameters	28B	-
Total Vocabulary	248,044	100%
Greek Tokens	1,538	0.62%
Latin Tokens	137,780	55.55%

Language Distribution

Greek:                                 0.62%
Latin:  ████████████████               55.55%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/Llama-3.1-Nemotron-Nano-8B-v1

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/NVIDIA-Nemotron-3-Nano-4B

Metric	Value	Percentage
Parameters	4B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/Nemotron-3-Nano-30B-A3B

Metric	Value	Percentage
Parameters	32B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/gemma-3-27b-it

Metric	Value	Percentage
Parameters	27B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/gemma-4-12b-it

Metric	Value	Percentage
Parameters	12B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/gemma-4-12b

Metric	Value	Percentage
Parameters	12B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/gemma-4-E2B

Metric	Value	Percentage
Parameters	5B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/gemma-4-E4B

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/gemma-4-31B

Metric	Value	Percentage
Parameters	33B	-
Total Vocabulary	262,144	100%
Greek Tokens	1,409	0.54%
Latin Tokens	151,739	57.88%

Language Distribution

Greek:                                 0.54%
Latin:  █████████████████              57.88%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, σ, κ...

Latin: A, B, C, D, E...

---

unsloth/Step-3.7-Flash

Metric	Value	Percentage
Parameters	201B	-
Total Vocabulary	128,000	100%
Greek Tokens	629	0.49%
Latin Tokens	71,454	55.82%

Language Distribution

Greek:                                 0.49%
Latin:  ████████████████               55.82%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ν...

Latin: A, B, C, D, E...

---

deepseek-ai/DeepSeek-V2.5-1210

Metric	Value	Percentage
Parameters	236B	-
Total Vocabulary	100,000	100%
Greek Tokens	86	0.09%
Latin Tokens	70,489	70.49%

Language Distribution

Greek:                                 0.09%
Latin:  █████████████████████          70.49%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, ι, τ, ν...

Latin: A, B, C, D, E...

---

unsloth/DeepSeek-R1

Metric	Value	Percentage
Parameters	684B	-
Total Vocabulary	128,000	100%
Greek Tokens	629	0.49%
Latin Tokens	71,454	55.82%

Language Distribution

Greek:                                 0.49%
Latin:  ████████████████               55.82%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/DeepSeek-R1-0528

Metric	Value	Percentage
Parameters	N/A	-
Total Vocabulary	128,000	100%
Greek Tokens	629	0.49%
Latin Tokens	71,454	55.82%

Language Distribution

Greek:                                 0.49%
Latin:  ████████████████               55.82%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/DeepSeek-Prover-V2-671B

Metric	Value	Percentage
Parameters	671B	-
Total Vocabulary	128,000	100%
Greek Tokens	629	0.49%
Latin Tokens	71,454	55.82%

Language Distribution

Greek:                                 0.49%
Latin:  ████████████████               55.82%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ν...

Latin: A, B, C, D, E...

---

tngtech/DeepSeek-R1T-Chimera

Metric	Value	Percentage
Parameters	685B	-
Total Vocabulary	128,000	100%
Greek Tokens	629	0.49%
Latin Tokens	71,454	55.82%

Language Distribution

Greek:                                 0.49%
Latin:  ████████████████               55.82%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ν...

Latin: A, B, C, D, E...

---

microsoft/phi-4

Metric	Value	Percentage
Parameters	15B	-
Total Vocabulary	100,352	100%
Greek Tokens	44	0.04%
Latin Tokens	89,643	89.33%

Language Distribution

Greek:                                 0.04%
Latin:  ██████████████████████████     89.33%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

microsoft/bitnet-b1.58-2B-4T

Metric	Value	Percentage
Parameters	1B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

ibm-granite/granite-4.0-tiny-preview

Metric	Value	Percentage
Parameters	7B	-
Total Vocabulary	49,152	100%
Greek Tokens	42	0.09%
Latin Tokens	40,302	81.99%

Language Distribution

Greek:                                 0.09%
Latin:  ████████████████████████       81.99%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ν, ε, ο, ι...

Latin: A, B, C, D, E...

---

ibm-granite/granite-3.3-8b-instruct

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	49,152	100%
Greek Tokens	42	0.09%
Latin Tokens	40,302	81.99%

Language Distribution

Greek:                                 0.09%
Latin:  ████████████████████████       81.99%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ν, ε, ο, ι...

Latin: A, B, C, D, E...

---

ibm-granite/granite-speech-3.3-8b

Metric	Value	Percentage
Parameters	9B	-
Total Vocabulary	49,152	100%
Greek Tokens	42	0.09%
Latin Tokens	40,302	81.99%

Language Distribution

Greek:                                 0.09%
Latin:  ████████████████████████       81.99%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ν, ε, ο, ι...

Latin: A, B, C, D, E...

---

mlx-community/aya-expanse-32b-8bit

Metric	Value	Percentage
Parameters	32B	-
Total Vocabulary	255,000	100%
Greek Tokens	7,547	2.96%
Latin Tokens	173,699	68.12%

Language Distribution

Greek:                                 2.96%
Latin:  ████████████████████           68.12%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ο, α, ι, ν...

Latin: A, B, C, D, E...

---

nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1

Metric	Value	Percentage
Parameters	9B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

openbmb/MiniCPM4-8B

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	73,440	100%
Greek Tokens	143	0.19%
Latin Tokens	36,406	49.57%

Language Distribution

Greek:                                 0.19%
Latin:  ██████████████                 49.57%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, μ, β, θ, π...

Latin: A, B, C, D, E...

---

unsloth/Devstral-Small-2505

Metric	Value	Percentage
Parameters	24B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/Magistral-Small-2506

Metric	Value	Percentage
Parameters	24B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/mistral-7b-v0.3

Metric	Value	Percentage
Parameters	7B	-
Total Vocabulary	32,768	100%
Greek Tokens	58	0.18%
Latin Tokens	25,723	78.50%

Language Distribution

Greek:                                 0.18%
Latin:  ███████████████████████        78.50%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, ν, τ, ι...

Latin: A, B, C, D, E...

---

unsloth/Mistral-Small-Instruct-2409

Metric	Value	Percentage
Parameters	22B	-
Total Vocabulary	32,768	100%
Greek Tokens	58	0.18%
Latin Tokens	25,723	78.50%

Language Distribution

Greek:                                 0.18%
Latin:  ███████████████████████        78.50%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, ν, τ, ι...

Latin: A, B, C, D, E...

---

unsloth/Mistral-Medium-3.5-128B

Metric	Value	Percentage
Parameters	128B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/Mistral-Small-4-119B-2603

Metric	Value	Percentage
Parameters	119B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/Mistral-Small-3.2-24B-Instruct-2506

Metric	Value	Percentage
Parameters	24B	-
Total Vocabulary	131,072	100%
Greek Tokens	1,507	1.15%
Latin Tokens	87,986	67.13%

Language Distribution

Greek:                                 1.15%
Latin:  ████████████████████           67.13%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, α, ο, ι, ν...

Latin: A, B, C, D, E...

---

unsloth/granite-4.1-30b

Metric	Value	Percentage
Parameters	29B	-
Total Vocabulary	100,352	100%
Greek Tokens	44	0.04%
Latin Tokens	89,643	89.33%

Language Distribution

Greek:                                 0.04%
Latin:  ██████████████████████████     89.33%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

HuggingFaceTB/SmolLM3-3B

Metric	Value	Percentage
Parameters	3B	-
Total Vocabulary	128,000	100%
Greek Tokens	1,378	1.08%
Latin Tokens	96,687	75.54%

Language Distribution

Greek:                                 1.08%
Latin:  ██████████████████████         75.54%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

THUDM/GLM-4.1V-9B-Thinking

Metric	Value	Percentage
Parameters	10B	-
Total Vocabulary	151,329	100%
Greek Tokens	832	0.55%
Latin Tokens	100,326	66.30%

Language Distribution

Greek:                                 0.55%
Latin:  ███████████████████            66.30%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/LFM2.5-8B-A1B

Metric	Value	Percentage
Parameters	8B	-
Total Vocabulary	124,893	100%
Greek Tokens	430	0.34%
Latin Tokens	86,283	69.09%

Language Distribution

Greek:                                 0.34%
Latin:  ████████████████████           69.09%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, β, μ, ν...

Latin: A, B, C, D, E...

---

unsloth/granite-4.1-8b

Metric	Value	Percentage
Parameters	9B	-
Total Vocabulary	100,352	100%
Greek Tokens	44	0.04%
Latin Tokens	89,643	89.33%

Language Distribution

Greek:                                 0.04%
Latin:  ██████████████████████████     89.33%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

unsloth/granite-4.1-30b

Metric	Value	Percentage
Parameters	29B	-
Total Vocabulary	100,352	100%
Greek Tokens	44	0.04%
Latin Tokens	89,643	89.33%

Language Distribution

Greek:                                 0.04%
Latin:  ██████████████████████████     89.33%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

1-800-LLMs/tiny-aya-earth

Metric	Value	Percentage
Parameters	3B	-
Total Vocabulary	261,000	100%
Greek Tokens	4,622	1.77%
Latin Tokens	153,473	58.80%

Language Distribution

Greek:                                 1.77%
Latin:  █████████████████              58.80%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, τ, ο, ι, ε...

Latin: A, B, C, D, E...

---

utter-project/EuroMoE-2.6B-A0.6B-2512

Metric	Value	Percentage
Parameters	3B	-
Total Vocabulary	128,000	100%
Greek Tokens	2,816	2.20%
Latin Tokens	91,179	71.23%

Language Distribution

Greek:                                 2.20%
Latin:  █████████████████████          71.23%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: τ, ου, π, κ, σ...

Latin: A, B, C, D, E...

---

kyutai/helium-1-2b

Metric	Value	Percentage
Parameters	2B	-
Total Vocabulary	64,000	100%
Greek Tokens	3,820	5.97%
Latin Tokens	56,414	88.15%

Language Distribution

Greek:  █                              5.97%
Latin:  ██████████████████████████     88.15%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: και, ς, του, το, της...

Latin: A, B, C, D, E...

---

ASiatras/Chios_Chatbot

Metric	Value	Percentage
Parameters	1B	-
Total Vocabulary	61,362	100%
Greek Tokens	28,152	45.88%
Latin Tokens	25,945	42.28%

Language Distribution

Greek:  █████████████                  45.88%
Latin:  ████████████                   42.28%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, ο, ν, τ, ι...

Latin: A, B, C, D, E...

---

Loom-Labs/Apollo-1-4B

Metric	Value	Percentage
Parameters	4B	-
Total Vocabulary	151,643	100%
Greek Tokens	127	0.08%
Latin Tokens	93,859	61.89%

Language Distribution

Greek:                                 0.08%
Latin:  ██████████████████             61.89%

Greek Character Statistics

• Total Greek Characters:
• Unique Characters:
• Most Common: `` ( times)

Sample Tokens

Greek: α, α, ο, ι, ε...

Latin: A, B, C, D, E...

---

---

Summary report generated on 2026-06-08 12:50:31 analyzing 54 models