# LFM3-1.7B vs BERT large / Fine-tuned on NDAs (ContractNLI)

> Side-by-side benchmark comparison for LFM3-1.7B and BERT large / Fine-tuned on NDAs (ContractNLI) across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm3-1-7b-vs-native-contractnli-bert-large-fine-tuned-on-ndas
- Last updated: October 27, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for LFM3-1.7B and BERT large / Fine-tuned on NDAs (ContractNLI).

## Summary

- LFM3-1.7B and BERT large / Fine-tuned on NDAs (ContractNLI) do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) |
|----------|----------|----------|
| Creator | LiquidAI | Koreeda and Manning |
| Type | Open Weight | Research system |
| Reasoning | Reasoning | Unspecified |
| Context | 256K | null |
| Independent public score (not head-to-head) | 22.99 | null |
| Benchmarks Covered | 24 | 0 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM3-1.7B public-lane score: 14.4 (Estimated · #123/134)
- BERT large / Fine-tuned on NDAs (ContractNLI) public-lane score: Coming soon

| Benchmark | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 41.3% | Coming soon | Coming soon |
| BFCL v4 | 71.4% | Coming soon | Coming soon |
| τ³-bench results | 68.0% | Coming soon | Coming soon |
| WebArena-Verified | 38.4% | Coming soon | Coming soon |
| MCP Atlas | 32.6% | Coming soon | Coming soon |
| ToolSandbox | 80.36% | Coming soon | Coming soon |
| Claw-Eval | 68.6% | Coming soon | Coming soon |
| HLE w/ tools | 13.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 12.9% | Coming soon | Coming soon |
| LiveClaw | 45.60% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM3-1.7B public-lane score: 13 (Estimated · #142/155)
- BERT large / Fine-tuned on NDAs (ContractNLI) public-lane score: Coming soon

| Benchmark | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 28.5% | Coming soon | Coming soon |
| SWE-bench Verified | 43.4% | Coming soon | Coming soon |
| SWE Multilingual | 23% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 12.9% | Coming soon | Coming soon |
| LiveCodeBench v6 | 73.5% | Coming soon | Coming soon |
| LiveCodeBench Pro | 31.7% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LFM3-1.7B public-lane score: 61.3 (Unranked · 1 rankable row)
- BERT large / Fine-tuned on NDAs (ContractNLI) public-lane score: Coming soon

| Benchmark | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) | Winner |
|-----------|-----------|-----------|--------|
| RULER (128K) | 65.56% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LFM3-1.7B public-lane score: 25.5 (Estimated · #175/189)
- BERT large / Fine-tuned on NDAs (ContractNLI) public-lane score: Coming soon

| Benchmark | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 63.4% | Coming soon | Coming soon |
| GPQA-D | 63.4% | Coming soon | Coming soon |
| HLE | 7.2% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM3-1.7B public-lane score: 71.7 (#76/156)
- BERT large / Fine-tuned on NDAs (ContractNLI) public-lane score: Coming soon

| Benchmark | LFM3-1.7B | BERT large / Fine-tuned on NDAs (ContractNLI) | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 96.7% | Coming soon | Coming soon |
| IFBench | 73.0% | Coming soon | Coming soon |
| Multi-IF | 89.10% | Coming soon | Coming soon |
| IFStruct | 93.72% | Coming soon | Coming soon |

## FAQ

### Can I compare LFM3-1.7B and BERT large / Fine-tuned on NDAs (ContractNLI) on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [LFM3-1.7B vs LFM3-1.7B-Base](/compare/lfm3-1-7b-vs-lfm3-1-7b-base)
- [BERT large / Fine-tuned on NDAs (ContractNLI) vs LFM3-1.7B-Base](/compare/lfm3-1-7b-base-vs-native-contractnli-bert-large-fine-tuned-on-ndas)
- [LFM3-1.7B vs LFM3-Audio-2B](/compare/lfm3-1-7b-vs-lfm3-audio-2b)
- [BERT large / Fine-tuned on NDAs (ContractNLI) vs LFM3-Audio-2B](/compare/lfm3-audio-2b-vs-native-contractnli-bert-large-fine-tuned-on-ndas)

## Explore More

- [LFM3-1.7B profile](/models/lfm3-1-7b)
- [BERT large / Fine-tuned on NDAs (ContractNLI) profile](/models/native-contractnli-bert-large-fine-tuned-on-ndas)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)