Model comparison
Ling 2.6 Flash vs Sarvam 30B
Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Ling 2.6 Flash #154 (Estimated); Sarvam 30B #169 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Ling 2.6 Flash and Sarvam 30B share 11 comparable benchmark results. 0 of 8 categories are comparable. 7 results are unique to Ling 2.6 Flash; 0 to Sarvam 30B.
Updated July 21, 2026- Shared results
- 11
- Ling 2.6 Flash only
- 7
- Sarvam 30B only
- 0
- Comparable categories
- 0 / 8
Benchmark data for Ling 2.6 Flash and Sarvam 30B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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.
Ling 2.6 Flash has the larger context window at 262K, compared with 64K for Sarvam 30B.
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 | Ling 2.6 Flash | Δ | Sarvam 30B |
|---|---|---|---|
| Coding | Ling 2.6 Flash27.0 | MarginNo overlap | Sarvam 30BNot measured |
| Knowledge | Ling 2.6 Flash59.0 | MarginNo overlap | Sarvam 30BNot measured |
| Inst. Following | Ling 2.6 Flash57.0 | MarginNo overlap | Sarvam 30BNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Ling 2.6 Flash | Sarvam 30B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Ling 2.6 FlashNot available | Sarvam 30B$0 input / $0 output | A complete price comparison is not available. |
| Generation speedtokens per second | Ling 2.6 Flash209.5 tok/s | Sarvam 30BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Ling 2.6 Flash1.07 s | Sarvam 30BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Ling 2.6 Flash262K | Sarvam 30B64K | Ling 2.6 Flash lists the larger context window. |
Benchmark Deep Dive
Agentic4 benchmarks
Coding3 benchmarks
Reasoning2 benchmarks
Knowledge7 benchmarks
| Benchmark | Ling 2.6 Flash | Sarvam 30B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 14.1% | 6.6% | Ling 2.6 Flash leads |
| GPQASource | 59% | — | Not comparable |
| AA-GPQA DiamondSource | 59.3% | 63.3% | Sarvam 30B leads |
| AA-HLESource | 6.2% | 7.0% | Sarvam 30B leads |
| AA-Omniscience IndexSource | -65.7% | -72.0% | Ling 2.6 Flash leads |
| AA-Omniscience AccuracySource | 15.4% | 12.7% | Ling 2.6 Flash leads |
| AA-Omniscience Hallucination RateSource | 95.8% | 97.0% | Ling 2.6 Flash leads |
Frequently Asked Questions (3)
Can I compare Ling 2.6 Flash and Sarvam 30B 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 Ling 2.6 Flash and Sarvam 30B today?
Ling 2.6 Flash: Pricing unavailable Sarvam 30B: $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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