Model comparison
Hy3 Preview vs Ling 2.6 Flash
Head-to-head evidence from 16 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Hy3 Preview unranked (Not scored); Ling 2.6 Flash #152 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Hy3 Preview and Ling 2.6 Flash share 16 comparable benchmark results. 3 of 8 categories are comparable. 6 results are unique to Hy3 Preview; 3 to Ling 2.6 Flash.
Updated July 17, 2026- Shared results
- 16
- Hy3 Preview only
- 6
- Ling 2.6 Flash only
- 3
- Comparable categories
- 3 / 8
Pick Hy3 Preview if you want the stronger benchmark profile. Ling 2.6 Flash only becomes the better choice if knowledge is the priority or you need the larger 262K context window.
Confidence note. This is a partial-evidence comparison with 16 shared benchmark results across 5 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Hy3 Preview is clearly ahead on the BenchAlign aggregate, 53 to 43.71. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Hy3 Preview's sharpest advantage is in coding, where it averages 57.8 against 27. The single biggest benchmark swing on the page is GPQA, 87.2% to 59%. Ling 2.6 Flash does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Hy3 Preview is the reasoning model in the pair, while Ling 2.6 Flash is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Ling 2.6 Flash gives you the larger context window at 262K, compared with 256K for Hy3 Preview.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Hy3 Preview | Δ | Ling 2.6 Flash |
|---|---|---|---|
| Coding | Hy3 Preview57.8 | Margin← 30.8 | Ling 2.6 Flash27.0 |
| Knowledge | Hy3 Preview33.8 | Margin→ 25.2 | Ling 2.6 Flash59.0 |
| Inst. Following | Hy3 Preview63.1 | Margin← 6.1 | Ling 2.6 Flash57.0 |
| Agentic | Hy3 Preview54.4 | MarginNo overlap | Ling 2.6 FlashNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
GPQA
KnowledgeA 87.2%B 59%Winner: Hy3 PreviewΔ 28.2GPQA: Hy3 Preview scored 87.2%; Ling 2.6 Flash scored 59%. Hy3 Preview wins this benchmark. - Source ↗
SciCode
CodingA 41.2%B 27%Winner: Hy3 PreviewΔ 14.2SciCode: Hy3 Preview scored 41.2%; Ling 2.6 Flash scored 27%. Hy3 Preview wins this benchmark. - Source ↗
IFBench
Inst. FollowingA 63.1%B 57%Winner: Hy3 PreviewΔ 6.1IFBench: Hy3 Preview scored 63.1%; Ling 2.6 Flash scored 57%. Hy3 Preview wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Hy3 Preview | Ling 2.6 Flash | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Hy3 Preview$0 input / $0 output | Ling 2.6 FlashNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Hy3 PreviewNot available | Ling 2.6 Flash209.5 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Hy3 PreviewNot available | Ling 2.6 Flash1.07 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Hy3 Preview256K | Ling 2.6 Flash262K | Ling 2.6 Flash lists the larger context window. |
Benchmark Deep Dive
Agentic6 benchmarks
CodingHy3 Preview wins6 benchmarks
| Benchmark | Hy3 Preview | Ling 2.6 Flash | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 74.4% | — | Not comparable |
| Terminal-Bench 2.0Source | 54.4% | — | Not comparable |
| SciCodeSource | 41.2% | 27% | Hy3 Preview leads |
| AA-SciCodeSource | 47.6% | 27.1% | Hy3 Preview leads |
| AA Coding IndexSource | 58.8% | 25.3% | Hy3 Preview leads |
| Terminal-Bench HardSource | — | 21.2% | Not comparable |
Reasoning2 benchmarks
KnowledgeLing 2.6 Flash wins9 benchmarks
| Benchmark | Hy3 Preview | Ling 2.6 Flash | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 41.2% | 14.1% | Hy3 Preview leads |
| GPQASource | 87.2% | 59% | Hy3 Preview leads |
| GPQA-DSource | 87.2% | — | Not comparable |
| HLESource | 25.5% | — | Not comparable |
| AA-Omniscience AccuracySource | 31.5% | 15.4% | Hy3 Preview leads |
| AA-Omniscience Hallucination RateSource | 73.0% | 95.8% | Hy3 Preview leads |
| AA-GPQA DiamondSource | 89.7% | 59.3% | Hy3 Preview leads |
| AA-HLESource | 31.6% | 6.2% | Hy3 Preview leads |
| AA-Omniscience IndexSource | -18.5% | -65.7% | Hy3 Preview leads |
Frequently Asked Questions (4)
Which is better, Hy3 Preview or Ling 2.6 Flash?
Hy3 Preview is ahead on BenchLM's BenchAlign leaderboard, 53 to 43.71. The biggest single separator in this matchup is GPQA, where the scores are 87.2% and 59%.
Which is better for knowledge tasks, Hy3 Preview or Ling 2.6 Flash?
Ling 2.6 Flash has the edge for knowledge tasks in this comparison, averaging 59 versus 33.8. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Which is better for coding, Hy3 Preview or Ling 2.6 Flash?
Hy3 Preview has the edge for coding in this comparison, averaging 57.8 versus 27. Inside this category, AA Coding Index is the benchmark that creates the most daylight between them.
Which is better for instruction following, Hy3 Preview or Ling 2.6 Flash?
Hy3 Preview has the edge for instruction following in this comparison, averaging 63.1 versus 57. Inside this category, IFBench is the benchmark that creates the most daylight between them.
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