# Agents-A1 vs Spark-X2.6-4B

> Side-by-side benchmark comparison for Agents-A1 and Spark-X2.6-4B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/agents-a1-vs-spark-x2-6-4b
- Last updated: October 20, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Agents-A1 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Agents-A1 has the higher overall point estimate 54.59 to 40.14. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in agentic, where the averages are 48 for Agents-A1 and 33 for Spark-X2.6-4B.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 75.5% and 53.1%.
- Spark-X2.6-4B also has the larger context window at 1M.

## Model Snapshot

| Property | Agents-A1 | Spark-X2.6-4B |
|----------|----------|----------|
| Creator | InternScience | SparkLLM |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 54.59 | 40.14 |
| Benchmarks Covered | 6 | 20 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Agents-A1 public-lane score: 48 (Estimated · #50/131)
- Spark-X2.6-4B public-lane score: 33 (Estimated · #89/131)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 75.5% | 53.1% | Agents-A1 |
| HLE w/ tools | 47.6% | 36.9% | Agents-A1 |
| VITA-Bench | 38.8% | Coming soon | Coming soon |
| BFCL v4 | Coming soon | 71.8% | Coming soon |
| τ²-bench results | Coming soon | 86.9% | Coming soon |
| MCP Atlas | Coming soon | 62.4% | Coming soon |
| τ³-bench results | Coming soon | 34.7% | Coming soon |
| Claw-Eval | Coming soon | 69.9% | Coming soon |

### Coding

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Spark-X2.6-4B public-lane score: 30.6 (Estimated · #95/152)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| SWE-bench Verified | Coming soon | 62.8% | Coming soon |
| SWE Multilingual | Coming soon | 64.7% | Coming soon |
| SciCode | Coming soon | 36.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- Agents-A1 public-lane score: 63.4 (Unranked · 1 rankable row)
- Spark-X2.6-4B public-lane score: 48.8 (Unranked · 2 rankable rows)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.2% | 53.3% | Agents-A1 |

### Knowledge

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Spark-X2.6-4B public-lane score: 43 (Estimated · #109/187)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| HLE | 47.6% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 77.1% | Coming soon |
| HLE w/o tools | Coming soon | 17.9% | Coming soon |
| GPQA | Coming soon | 69.9% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Spark-X2.6-4B public-lane score: 78.2 (#62/149)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.8% | 93.6% | Agents-A1 |
| IFBench | Coming soon | 75.8% | Coming soon |

### Mathematics

- Winner: Not comparable
- Agents-A1 public-lane score: Coming soon
- Spark-X2.6-4B public-lane score: 76.4 (Unranked · 3 rankable rows)

| Benchmark | Agents-A1 | Spark-X2.6-4B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 91.2% | Coming soon |
| HMMT Feb 2026 | Coming soon | 81.3% | Coming soon |
| IMOAnswerBench | Coming soon | 75.2% | Coming soon |

## FAQ

### Which is better overall, Agents-A1 or Spark-X2.6-4B?

Agents-A1 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Agents-A1 and Spark-X2.6-4B?

The widest category gap is in agentic, where the averages are 48 for Agents-A1 and 33 for Spark-X2.6-4B.

### How many benchmarks does Agents-A1 cover on BenchLM?

Agents-A1 currently has 6 sourced benchmark scores on BenchLM.

### How many benchmarks does Spark-X2.6-4B cover on BenchLM?

Spark-X2.6-4B currently has 20 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Agents-A1 vs Agents-A1-F16-GGUF](/compare/agents-a1-vs-agents-a1-f16-gguf)
- [Spark-X2.6-4B vs Agents-A1-F16-GGUF](/compare/agents-a1-f16-gguf-vs-spark-x2-6-4b)
- [Agents-A1 vs Agents-A1-FP8](/compare/agents-a1-vs-agents-a1-fp8)
- [Spark-X2.6-4B vs Agents-A1-FP8](/compare/agents-a1-fp8-vs-spark-x2-6-4b)

## Explore More

- [Agents-A1 profile](/models/agents-a1)
- [Spark-X2.6-4B profile](/models/spark-x2-6-4b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)