Model comparison
Holo3.1-4B vs Phi-4
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Holo3.1-4B unranked (Not scored); Phi-4 #192 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Holo3.1-4B and Phi-4 share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Holo3.1-4B; 11 to Phi-4.
Updated July 21, 2026- Shared results
- 0
- Holo3.1-4B only
- 1
- Phi-4 only
- 11
- Comparable categories
- 0 / 8
Benchmark data for Holo3.1-4B and Phi-4 is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Holo3.1-4B has the larger context window at 262K, compared with 16K for Phi-4.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Holo3.1-4B | Phi-4 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Holo3.1-4B$0 input / $0 output | Phi-4$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Holo3.1-4BNot available | Phi-435 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Holo3.1-4BNot available | Phi-42.02 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Holo3.1-4B262K | Phi-416K | Holo3.1-4B lists the larger context window. |
Benchmark Deep Dive
Agentic2 benchmarks
Coding1 benchmarks
| Benchmark | Holo3.1-4B | Phi-4 | Result |
|---|---|---|---|
| AA-SciCodeSource | — | 26.0% | Not comparable |
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Holo3.1-4B | Phi-4 | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | — | 4.9% | Not comparable |
| AA-GPQA DiamondSource | — | 57.5% | Not comparable |
| AA-HLESource | — | 4.1% | Not comparable |
| AA-Omniscience IndexSource | — | -56.7% | Not comparable |
| AA-Omniscience AccuracySource | — | 13.2% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 80.5% | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Holo3.1-4B | Phi-4 | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 23.5% | Not comparable |
Frequently Asked Questions (3)
Can I compare Holo3.1-4B and Phi-4 on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Holo3.1-4B and Phi-4 today?
Holo3.1-4B: $0.00 input / $0.00 output per 1M tokens Phi-4: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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