# 1-bit Bonsai 1.7B vs LFM2.5-24B-A2B

> Side-by-side benchmark comparison for 1-bit Bonsai 1.7B and LFM2.5-24B-A2B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/bonsai-1-7b-vs-lfm2-5-24b-a2b
- Last updated: October 13, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: 1-bit Bonsai 1.7B and LFM2.5-24B-A2B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- 1-bit Bonsai 1.7B has the lower published output-token price.
- LFM2.5-24B-A2B has the larger published context window at 131K.

## Model Snapshot

| Property | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B |
|----------|----------|----------|
| Creator | Prism ML | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 32K | 131K |
| Independent public score (not head-to-head) | null | 37.8 |
| Benchmarks Covered | 2 | 13 |
| Pricing (input/output) | $0.00 / $0.00 | $0.10 / $1.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: 30.2 (Estimated · #88/124)

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | Coming soon | 27.7% | Coming soon |
| BFCL v4 | Coming soon | 65.0% | Coming soon |
| τ³-bench results | Coming soon | 8.0% | Coming soon |
| PinchBench | Coming soon | 83.2% | Coming soon |
| WebArena-Verified | Coming soon | 26.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: 28.5 (Estimated · #98/149)

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| SciCode | Coming soon | 32.7% | Coming soon |
| SWE-bench Verified | Coming soon | 51% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: Coming soon

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| MuSR | 45.1% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: 40.8 (Estimated · #112/181)

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 74.4% | Coming soon |
| GPQA-D | Coming soon | 74.4% | Coming soon |
| HLE | Coming soon | 7.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: 75.6 (#61/128)

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 63% | 96.8% | LFM2.5-24B-A2B |
| IFBench | Coming soon | 74.7% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- 1-bit Bonsai 1.7B public-lane score: Coming soon
- LFM2.5-24B-A2B public-lane score: Coming soon

| Benchmark | 1-bit Bonsai 1.7B | LFM2.5-24B-A2B | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | Coming soon | 96.0% | Coming soon |

## FAQ

### Is there enough evidence to pick between 1-bit Bonsai 1.7B and LFM2.5-24B-A2B?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [1-bit Bonsai 1.7B vs 1-bit Bonsai 4B](/compare/bonsai-1-7b-vs-bonsai-4b)
- [LFM2.5-24B-A2B vs 1-bit Bonsai 4B](/compare/bonsai-4b-vs-lfm2-5-24b-a2b)
- [1-bit Bonsai 1.7B vs 1-bit Bonsai 8B](/compare/bonsai-1-7b-vs-bonsai-8b)
- [LFM2.5-24B-A2B vs 1-bit Bonsai 8B](/compare/bonsai-8b-vs-lfm2-5-24b-a2b)

## Explore More

- [1-bit Bonsai 1.7B profile](/models/bonsai-1-7b)
- [LFM2.5-24B-A2B profile](/models/lfm2-5-24b-a2b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)