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Microsoft released on Sep 11, 2023 Open weights (unrestricted)

Phi-1.5

Phi-1.5 (Microsoft) was released on Sep 11, 2023. In the Epoch AI capability ranking (ECI), it ranks #258 out of 267 models, with 91.68.

#258 of 267 in the ECI ranking
91.68 ECI, the Epoch AI capability index
no match Arena ELO, human preference
not measured LiveBench, overall average from 0 to 100
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What the tests say

Where Phi-1.5 stands out and where it falls behind, by the numbers

Phi-1.5 has published results on 6 tests compiled by Epoch AI. The yardstick here is its generation: its position among the models released between Dec 15, 2022 and Dec 10, 2023 that took the same test. Against the whole archive, which includes 2023 models, a recent release lands near the top of almost everything, and that says nothing.

Where it stands out

Tests where it sits in the top third of its own generation.

It is not in the top third of its generation on any test with 6 or more models compared.

Where it falls behind

Tests where it sits in the bottom half of its own generation.

HellaSwag47.6%
#30 of 31 in its generation · record: 95.3% (GPT-4 (Mar 2023))
OpenBookQA37.2%
#22 of 25 in its generation · record: 88.0% (phi-3-mini 3.8B)
MMLU37.6%
#28 of 39 in its generation · record: 88.1% (GPT-4o (May 2024))
ARC (AI2)44.4%
#27 of 40 in its generation · record: 95.3% (DeepSeek-V3 (Mar 2025))
BoolQ75.8%
#23 of 35 in its generation · record: 90.9% (PaLM 2-L)
See all 6 tests, one by one
TestScoreIn its generationOverallTest record
MMLU 37.6% #28 / 39 #80 / 92 88.1% GPT-4o (May 2024)
ARC (AI2) 44.4% #27 / 40 #47 / 65 95.3% DeepSeek-V3 (Mar 2025)
WinoGrande 73.4% #13 / 31 #30 / 61 89.2% Llama 3.1-405B
HellaSwag 47.6% #30 / 31 #50 / 51 95.3% GPT-4 (Mar 2023)
BoolQ 75.8% #23 / 35 #29 / 42 90.9% PaLM 2-L
OpenBookQA 37.2% #22 / 25 #29 / 32 88.0% phi-3-mini 3.8B

For each test, the model's best effort level counts, as in the ranking. Source of the scores: Epoch AI, under CC BY 4.0.

Comparison

What to compare Phi-1.5 with

The models from other labs closest in capability and released in the same period, at most two per lab. Click any of them to see its page.

ModelLabECIELOLiveBenchRelease
XGen-7B Salesforce 93.54 n/a n/a Jun 27, 2023
open_llama_7b 91.80 n/a n/a Jun 7, 2023
Phi-1.5 Microsoft 91.68 n/a n/a Sep 11, 2023
Baichuan1-7B Baichuan 90.61 n/a n/a Jun 1, 2023
RedPajama-INCITE-7B-Base 90.58 n/a n/a May 4, 2023
Dolly 2.0-12b Databricks 89.83 n/a n/a Apr 11, 2023
DeepSeek Coder 6.7B DeepSeek 89.77 n/a n/a Nov 2, 2023
Head to head

Phi-1.5 or open_llama_7b?

open_llama_7b is the model from another lab closest to Phi-1.5 in capability. Across the 6 tests both took, this is the score:

Phi-1.5 ahead on 4 open_llama_7b ahead on 2
Largest differences first
TestPhi-1.5open_llama_7b
HellaSwag 47.6% 71.8%
MMLU 37.6% 29.9%
ARC (AI2) 44.4% 38.7%
WinoGrande 73.4% 67.0%
BoolQ 75.8% 70.6%
OpenBookQA 37.2% 39.0%

Unweighted score: each test counts one point, whether math or coding. The dot marks who did better on each row.

Family

Other models from Microsoft

The models from the same lab closest in time, newest first.

ModelReleaseECIELOLiveBenchAccess
phi-3-small 7.4B Apr 23, 2024 121.85 n/a n/a Open weights (unrestricted)
phi-3-medium 14B Apr 23, 2024 121.25 n/a n/a Open weights (unrestricted)
phi-3-mini 3.8B Apr 23, 2024 117.40 n/a n/a Open weights (unrestricted)
Phi-2 Dec 12, 2023 108.02 n/a n/a Open weights (unrestricted)
Phi-1.5 Sep 11, 2023 91.68 n/a n/a Open weights (unrestricted)
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Frequently asked questions

What people ask about Phi-1.5

Where does Phi-1.5 rank among AI models?

In the ROO3 AI Benchmark, ordered by the Epoch AI ECI, Phi-1.5 ranks #258 out of 267 models, with an ECI of 91.68. The ECI is a composite index that combines several hard benchmarks into a single scale. The position changes when a new model comes out, and the page is refreshed six times a day.

Is Phi-1.5 better than open_llama_7b?

Across the 6 tests both models took and Epoch AI compiled, Phi-1.5 comes out ahead on 4, behind on 2 and tied on 0. It is a test-by-test count with no weighting: a win in math counts the same as a win in coding. To choose between the two, look at the tests that resemble your own use.

Where do the numbers on this page come from?

From the same three sources as the ranking, all openly licensed: Epoch AI (ECI and individual tests, CC BY 4.0), Arena (human-preference ELO, CC BY 4.0) and LiveBench (overall average, CC BY-SA 4.0). ROO3 does not measure any model. When the page shows a figure published by the maker itself, it appears in the written analysis, labeled as the maker's, and never enters the ranking.

Sources

Where each number comes from

Epoch AI, "AI Benchmarking Hub". Published at epoch.ai. Data under the CC BY 4.0 licence, reordered by roo3.co.

The Arena (LMArena) leaderboard, from the public lmarena-ai/leaderboard-dataset on Hugging Face, under the CC BY 4.0 licence. We are not affiliated with the Arena.

LiveBench, by the LiveBench team, published at livebench.ai under the CC BY-SA 4.0 license. The overall average is recomputed by roo3.co with the same formula as the website (average of the categories), and those numbers stay under CC BY-SA 4.0. We are not affiliated with LiveBench.

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