Long documents
Prompts that approach the documented context limit
Qwen3.5-122B-A10B
Qwen3.5-122B-A10B has the larger documented context window.
Confidence: documented
Exaone 4.0 32B vs Qwen3.5-122B-A10B
Updated September 27, 2026. Rank says Qwen3.5-122B-A10B is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.
Both of these models will change. Get the price, version and retirement notices for the pair, each with its source. Follow model changes
Share or export
Decision reading
Qwen3.5-122B-A10B has the higher public score estimate, 40.06 versus 31.22, but the 90% score intervals overlap. Treat that as a lead, not a settled winner. 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
- Shared results
- 1
- Exaone 4.0 32B only
- 1
- Qwen3.5-122B-A10B only
- 14
- Like-for-like categories
- 1 / 8
Estimated: Exaone 4.0 32B and Qwen3.5-122B-A10BHow the comparison works
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
Exaone 4.0 32B is not ranked on the public lane for coding, so no winner is named for coding.
Confidence: limitedAgentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
Exaone 4.0 32B is not ranked on the public lane for agentic, so no winner is named for agentic.
Confidence: limitedChat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesCache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. Exaone 4.0 32B does not fit this workload in one request. Exaone 4.0 32B has no comparable published API token rate. Qwen3.5-122B-A10B has no comparable published API token rate.
Confidence: listed-ratesRepository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Which one for a specific job
Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.
The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.
—Exaone 4.0 32B35.7Qwen3.5-122B-A10B
Not comparable · BenchAlign v5.7
The coding row is not comparable on the public lane: at least one model is not measured or not ranked there.
Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.
Same basis rules as the category table below
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
1 Exaone 4.0 32B only
1 Shared
14 Qwen3.5-122B-A10B only
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.
MMLU-ProKnowledge
Normalized gap 4.9Exaone 4.0 32B:81.8%Qwen3.5-122B-A10B:86.7%
Bars run 0–100 on each benchmark’s normalized display scale
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign v5.7 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.
Knowledge
Like-for-like- Exaone 4.0 32B
- 29.0
- Supported · #138/158
- Qwen3.5-122B-A10B
- 41.5
- Supported · #86/158
- Basis
- BenchAlign v5.7 lane · 1 vs 3 public rows
- Reading
- Qwen3.5-122B-A10B leads · intervals overlap
Agentic
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- 23.1
- Estimated · #84/105
- Basis
- BenchAlign v5.7 lane · 0 vs 3 public rows
- Reading
- Not comparable
Coding
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- 35.7
- Supported · #73/135
- Basis
- BenchAlign v5.7 lane · 0 vs 1 public rows
- Reading
- Not comparable
Reasoning
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- 49.8
- Unranked · 3 rankable rows
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
Multimodal
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- 57.0
- #34/50
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
Multilingual
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- 36.8
- #10/12
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Exaone 4.0 32B
- 36.5
- Unranked · 1 rankable row
- Qwen3.5-122B-A10B
- 91.6
- #11/124
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Math
Not comparable- Exaone 4.0 32B
- Not ranked
- Qwen3.5-122B-A10B
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
| Category | Exaone 4.0 32B | Qwen3.5-122B-A10B | Basis | Reading |
|---|---|---|---|---|
| Knowledge | 29.0Supported · #138/158 | 41.5Supported · #86/158 | Like-for-likeBenchAlign v5.7 lane · 1 vs 3 public rows | Qwen3.5-122B-A10B leads · intervals overlap |
| Agentic | Not ranked | 23.1Estimated · #84/105 | Not comparableBenchAlign v5.7 lane · 0 vs 3 public rows | Not comparable |
| Coding | Not ranked | 35.7Supported · #73/135 | Not comparableBenchAlign v5.7 lane · 0 vs 1 public rows | Not comparable |
| Reasoning | Not ranked | 49.8Unranked · 3 rankable rows | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
| Multimodal | Not ranked | 57.0#34/50 | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
| Multilingual | Not ranked | 36.8#10/12 | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
| Instruction following | 36.5Unranked · 1 rankable row | 91.6#11/124 | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Math | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.7) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
Supported evidence per lane · bars run 0–100Methodology
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Exaone 4.0 32B
- API rate not published
- Fits in one request
- Qwen3.5-122B-A10B
- Self-hosted; infrastructure cost varies
- Fits in one request
Exaone 4.0 32B has no comparable published API token rate. Qwen3.5-122B-A10B has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Exaone 4.0 32B
- API rate not published
- Fits in one request
- Qwen3.5-122B-A10B
- Self-hosted; infrastructure cost varies
- Fits in one request
Exaone 4.0 32B has no comparable published API token rate. Qwen3.5-122B-A10B has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Exaone 4.0 32B
- API rate not published
- Does not fit in one request
- Cached-input rate unavailable
- Qwen3.5-122B-A10B
- Self-hosted; infrastructure cost varies
- Fits in one request
- Cached-input rate unavailable
Exaone 4.0 32B does not fit this workload in one request. Exaone 4.0 32B has no comparable published API token rate. Qwen3.5-122B-A10B has no comparable published API token rate.
Cached input falls back to the list input rate only where a cached rate is unpublished
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationExaone 4.0 32BQwen3.5-122B-A10B
Context window
Maximum documented context; output-token limits may be lower.
Exaone 4.0 32B
128K
Qwen3.5-122B-A10B
262K
API model ID
Exaone 4.0 32B
Not sourced
Qwen3.5-122B-A10B
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Exaone 4.0 32B
No comparable hosted API rate
Qwen3.5-122B-A10B
No comparable hosted API rate
Documented inputs
Exaone 4.0 32B
Not sourced
Qwen3.5-122B-A10B
Not sourced
Documented outputs
Exaone 4.0 32B
Not sourced
Qwen3.5-122B-A10B
Not sourced
Provider availability
Exaone 4.0 32B
Not sourced
Qwen3.5-122B-A10B
Not sourced
Reasoning profile
Exaone 4.0 32B
Reasoning
Qwen3.5-122B-A10B
Reasoning
Weight access
Exaone 4.0 32B
Open Weight
Qwen3.5-122B-A10B
Open Weight
License
Exaone 4.0 32B
Open Weight
Qwen3.5-122B-A10B
Open Weight
Release date
Exaone 4.0 32B
Not sourced
Qwen3.5-122B-A10B
2026-03-04
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- Qwen3.5-122B-A10B has the higher public score estimate, 40.06 versus 31.22, but the 90% score intervals overlap.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Qwen3.5-122B-A10B has the larger documented window (262K).
Run the same representative tasks against both endpoints before changing production traffic.
Questions
Which is better, Exaone 4.0 32B or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the higher public score estimate, 40.06 versus 31.22, but the 90% score intervals overlap. The higher estimate is not a decisive winner because the uncertainty ranges overlap.
Which is better for coding, Exaone 4.0 32B or Qwen3.5-122B-A10B?
Exaone 4.0 32B is not ranked on the public lane for coding, so no winner is named for coding.
Which is better for agentic tasks, Exaone 4.0 32B or Qwen3.5-122B-A10B?
Exaone 4.0 32B is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.
Which costs less, Exaone 4.0 32B or Qwen3.5-122B-A10B?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Exaone 4.0 32B or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the larger documented context window: 262K, compared with 128K.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence16 rows
Agentic
Coding
SWE-bench Verified
Exaone 4.0 32B—Qwen3.5-122B-A10B72%SourceNot directly comparable
Reasoning
LongBench v2
Exaone 4.0 32B—Qwen3.5-122B-A10B60.2%SourceNot directly comparable
Multimodal
MMMU
Exaone 4.0 32B—Qwen3.5-122B-A10B83.9%SourceNot directly comparable
MMVU
Exaone 4.0 32B—Qwen3.5-122B-A10B74.7%SourceNot directly comparable
MathVision
Exaone 4.0 32B—Qwen3.5-122B-A10B86.2%SourceNot directly comparable
CharXiv
Exaone 4.0 32B—Qwen3.5-122B-A10B77.2%SourceNot directly comparable
V*
Exaone 4.0 32B—Qwen3.5-122B-A10B93.2%SourceNot directly comparable
Knowledge
Multilingual
MMLU-ProX
Exaone 4.0 32B—Qwen3.5-122B-A10B82.2%SourceNot directly comparable
Instruction following
IFEval
Exaone 4.0 32B—Qwen3.5-122B-A10B93.4%SourceNot directly comparable
Math
AIME 2025
Exaone 4.0 32B85.3%SourceQwen3.5-122B-A10B—Not directly comparable
16 public results · 1 shared
Watch Exaone 4.0 32B vs Qwen3.5-122B-A10B
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Last updated September 27, 2026