Model comparison

Granite 3.1 8b Instruct vs Nova 2 Lite

Nova 2 Lite is the stronger model overall, scoring 39.0 to 31.8 on the Noometry Index.

Last verified . 13 shared benchmarks.

Granite 3.1 8b Instruct IBM

31.8

Rank #256 Confirmed

Nova 2 Lite Amazon

39.0

Rank #161 Confirmed

Summary

  • They share 13 benchmarks with published results for both. Granite 3.1 8b Instruct scores higher in 0 categories and Nova 2 Lite in 9 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Nova 2 Lite leads 54.1 to 35.7.
  • Granite 3.1 8b Instruct has downloadable open weights; the other is API-only.

Side by side

Granite 3.1 8b Instruct and Nova 2 Lite specifications
Granite 3.1 8b InstructNova 2 Lite
ProviderIBMAmazon
Noometry Index31.839.0
Released—2025-12-01
WeightsOpenProprietary
Context window—1M
Max output—64K
Input $ / M tokens—$0.30
Output $ / M tokens—$2.50
Results tracked1319

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Category by category

Coding Nova 2 Lite leads

Granite 3.1 8b Instruct: 33.9 (#232), Nova 2 Lite: 40.1 (#131)

Coding benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Coding11861386

Agentic & Tool Use Too close to call

Granite 3.1 8b Instruct: 23.9 (#113), Nova 2 Lite: 23.9 (#114)

Agentic & Tool Use benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
Berkeley Function Calling Leaderboard27.1%27.1%

Reasoning Nova 2 Lite leads

Granite 3.1 8b Instruct: 21.2 (#204), Nova 2 Lite: 26.4 (#120)

Reasoning benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Hard Prompts11461364

Math Nova 2 Lite leads

Granite 3.1 8b Instruct: 30.4 (#210), Nova 2 Lite: 34.8 (#154)

Math benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Math11521359

Knowledge Nova 2 Lite leads

Granite 3.1 8b Instruct: 30.6 (#218), Nova 2 Lite: 42.5 (#88)

Knowledge benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Expert11421360
Vectara Hallucination Rate—5.1%

Multilingual Nova 2 Lite leads

Granite 3.1 8b Instruct: 31.1 (#255), Nova 2 Lite: 47.3 (#148)

Multilingual benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Non-English10991337
LMArena Chinese11451364
LMArena Russian10921343
LMArena French—1381
LMArena German—1343
LMArena Japanese—1273
LMArena Korean—1284
LMArena Spanish—1372

Instruction Following Nova 2 Lite leads

Granite 3.1 8b Instruct: 58.9 (#254), Nova 2 Lite: 70.7 (#156)

Instruction Following benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Instruction Following11311335

Long Context Nova 2 Lite leads

Granite 3.1 8b Instruct: 35.2 (#236), Nova 2 Lite: 40.6 (#145)

Long Context benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Longer Query11621335

Writing & Preference Nova 2 Lite leads

Granite 3.1 8b Instruct: 35.7 (#261), Nova 2 Lite: 54.1 (#150)

Writing & Preference benchmarks
BenchmarkGranite 3.1 8b InstructNova 2 Lite
LMArena Text11501362
LMArena Creative Writing11291291
LMArena Multi-Turn11081338

Frequently asked questions

Is Granite 3.1 8b Instruct better than Nova 2 Lite?

Nova 2 Lite is the stronger model overall, scoring 39.0 to 31.8 on the Noometry Index.

Is Granite 3.1 8b Instruct or Nova 2 Lite better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.1 versus 33.9 in the Noometry coding category.

How many benchmarks do Granite 3.1 8b Instruct and Nova 2 Lite share?

13 benchmarks have published results for both models. Granite 3.1 8b Instruct has 13 scored results on Noometry and Nova 2 Lite has 19.

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