# Amazon Nova Lite vs Phi-4

> Amazon Nova Lite and Phi-4 score almost the same on the Noometry Index (31.4 vs 30.9), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/amazon-nova-lite-vs-phi-4
- Last updated: 2026-10-10
- Shared benchmarks: 26

## Summary

- They share 26 benchmarks with published results for both. Amazon Nova Lite scores higher in 5 categories and Phi-4 in 3 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Phi-4 leads 32.5 to 26.0.
- The biggest single-benchmark swing is LiveBench Reasoning: 36.7% for Amazon Nova Lite and 47.8% for Phi-4.
- Phi-4 is cheaper at $0.07 / $0.14 per million input/output tokens, against $0.06 / $0.24 for Amazon Nova Lite.
- Amazon Nova Lite accepts more context: 300K tokens versus 128K.
- Phi-4 has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Lite | Phi-4 |
|---|---|---|
| Provider | Amazon | Microsoft |
| Noometry Index | 31.4 | 30.9 |
| Rank | 262 | 269 |
| Context | 300K | 128K |
| Input $/M | $0.06 | $0.07 |
| Output $/M | $0.24 | $0.14 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Lite: 32.0 (#266)
- Phi-4: 33.8 (#237)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LiveBench Coding | 27.5% | 30.7% |
| LMArena Coding | 1239 | 1231 |
| BigCodeBench Instruct | — | 45.5% |
| BigCodeBench Complete | — | 55.4% |
| ALE-Bench | 236.25 | — |

## Agentic & Tool Use

- Amazon Nova Lite: —
- Phi-4: 22.6 (#120)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 28.8% |
| BALROG | — | 11.6% |

## Reasoning

- Amazon Nova Lite: 18.5 (#257)
- Phi-4: 17.0 (#287)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LiveBench Reasoning | 36.7% | 47.8% |
| LMArena Hard Prompts | 1220 | 1220 |
| LiveBench Data Analysis | 37.2% | 45.2% |
| LiveBench | 36.4% | 41.6% |
| Chess Puzzles | — | 1% |
| Epoch Capabilities Index | — | 130.43 |

## Math

- Amazon Nova Lite: 25.8 (#243)
- Phi-4: 19.6 (#279)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LiveBench Math | 36.7% | 42% |
| LMArena Math | 1227 | 1246 |
| OTIS Mock AIME 2024-2025 | — | 13.8% |
| Omni-MATH | 23.3% | — |
| MATH Level 5 | — | 64.9% |

## Knowledge

- Amazon Nova Lite: 26.0 (#254)
- Phi-4: 32.5 (#204)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| Vectara Hallucination Rate | 6.1% | 3.7% |
| LMArena Expert | 1201 | 1203 |
| MMLU | 77% | 84.8% |
| GPQA Diamond | — | 56.1% |
| Humanity's Last Exam | 3.6% | — |
| MMLU-Pro | 60% | — |
| Confabulations | — | 29.4% |
| GPQA (HELM) | 39.7% | — |

## Multimodal

- Amazon Nova Lite: 25.0 (#118)
- Phi-4: —

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LMArena Vision | 990 | — |

## Multilingual

- Amazon Nova Lite: 38.2 (#227)
- Phi-4: 37.4 (#232)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LMArena Non-English | 1208 | 1197 |
| LMArena Chinese | 1225 | 1211 |
| LMArena French | 1237 | 1223 |
| LMArena German | 1229 | 1222 |
| LMArena Japanese | 1153 | 1158 |
| LMArena Korean | 1153 | 1151 |
| LMArena Russian | 1216 | 1209 |
| LMArena Spanish | 1225 | 1234 |

## Instruction Following

- Amazon Nova Lite: 59.6 (#250)
- Phi-4: 60.6 (#246)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LiveBench Instruction Following | 54.1% | 58.4% |
| LMArena Instruction Following | 1205 | 1201 |
| IFEval | 77.6% | — |

## Long Context

- Amazon Nova Lite: 37.4 (#212)
- Phi-4: 36.9 (#221)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LMArena Longer Query | 1234 | 1217 |

## Writing & Preference

- Amazon Nova Lite: 42.3 (#232)
- Phi-4: 40.7 (#239)

| Benchmark | Amazon Nova Lite | Phi-4 |
|---|---|---|
| LMArena Text | 1229 | 1217 |
| LMArena Creative Writing | 1197 | 1182 |
| LMArena Multi-Turn | 1199 | 1206 |
| LiveBench Language | 25.9% | 25.6% |
| Short-Story Creative Writing | — | 62.6% |
| WildBench | 75% | — |

## FAQ

### Is Amazon Nova Lite better than Phi-4?

Amazon Nova Lite and Phi-4 score almost the same on the Noometry Index (31.4 vs 30.9), so choose on price, context window or the category you care about most.

### Which is cheaper, Amazon Nova Lite or Phi-4?

Phi-4 is cheaper. It lists at $0.07 per million input tokens and $0.14 per million output tokens; Amazon Nova Lite lists at $0.06 and $0.24.

### Is Amazon Nova Lite or Phi-4 better for coding?

Phi-4 scores higher on coding benchmarks: 33.8 versus 32.0 in the Noometry coding category.

### Which has the bigger context window?

Amazon Nova Lite does, with 300K tokens against 128K.

### How many benchmarks do Amazon Nova Lite and Phi-4 share?

26 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and Phi-4 has 37.