# Claude 3.7 Sonnet Thinking vs Ling 3.0 Flash

> Side-by-side benchmark comparison for Claude 3.7 Sonnet Thinking and Ling 3.0 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-3-7-sonnet-thinking-vs-ling-3-0-flash
- Last updated: October 14, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Claude 3.7 Sonnet Thinking and Ling 3.0 Flash 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.
- Ling 3.0 Flash has the larger published context window at 262K.

## Model Snapshot

| Property | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash |
|----------|----------|----------|
| Creator | Anthropic | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 262K |
| Independent public score (not head-to-head) | null | 45.29 |
| Benchmarks Covered | 6 | 22 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 33.8 (Supported · #81/124)

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | Coming soon | 65.5% | Coming soon |
| skillsBench | Coming soon | 44.8% | Coming soon |
| BFCL v4 | Coming soon | 73.0% | Coming soon |
| WideResearch | Coming soon | 73.6% | Coming soon |
| BrowseComp | Coming soon | 72.2% | Coming soon |
| DRACO | Coming soon | 70.4% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 50.2% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 31.8 (Supported · #87/148)

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 56.6% | Coming soon |
| SWE Multilingual | Coming soon | 72.4% | Coming soon |
| LiveCodeBench v5 | Coming soon | 82.8% | Coming soon |
| SciCode | Coming soon | 41.2% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 84.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 65.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 76 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 75.0% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 43.6 (Supported · #103/181)

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 78.2% | 85.0% | Ling 3.0 Flash |
| MMMLU | 86.1% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 85.0% | Coming soon |
| HLE | Coming soon | 22.7% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 84.8% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 82.0% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 75.2 (#64/128)

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 93.2% | Coming soon | Coming soon |
| IFBench | Coming soon | 74.5% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 81.1 (Unranked · 3 rankable rows)

| Benchmark | Claude 3.7 Sonnet Thinking | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 96.2% | Coming soon | Coming soon |
| AIME 2024 | 61.3% | Coming soon | Coming soon |
| AIME26 | Coming soon | 93.2% | Coming soon |
| HMMT Feb 2026 | Coming soon | 87.0% | Coming soon |
| IMOAnswerBench | Coming soon | 83.7% | Coming soon |

## FAQ

### Is there enough evidence to pick between Claude 3.7 Sonnet Thinking and Ling 3.0 Flash?

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

- [Claude 3.7 Sonnet Thinking vs Claude 3.7 Sonnet](/compare/claude-3-7-sonnet-vs-claude-3-7-sonnet-thinking)
- [Ling 3.0 Flash vs Claude 3.7 Sonnet](/compare/claude-3-7-sonnet-vs-ling-3-0-flash)
- [Claude 3.7 Sonnet Thinking vs Ling 3.0 Flash VL](/compare/claude-3-7-sonnet-thinking-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)

## Explore More

- [Claude 3.7 Sonnet Thinking profile](/models/claude-3-7-sonnet-thinking)
- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)