benchmark

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)

benchmark has 36 facts recorded in Dontopedia across 20 references, with 2 live disagreements.

36 facts·23 predicates·20 sources·2 in dispute

Mostly:rdf:type(9), iteration count(1), confirms(1)

Inbound mentions (16)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`servesAs`Serves As(2)

30 Percent Goalex:30-percent-goal
Proof of Conceptex:proof-of-concept

`addsL1024Benchmark`Adds L1024 Benchmark(1)

B256b3dex:b256b3d

`basedOn`Based on(1)

Normalization Findingex:normalization-finding

`hypotheticallyHighPerformer`Hypothetically High Performer(1)

Opus4ex:opus4

`implicatesNonOptimalFallbackUsed`Implicates Non Optimal Fallback Used(1)

Python Mlxex:python-mlx

`includesSubmodule`Includes Submodule(1)

Core Modulesex:core-modules

`isDropInReplacement`Is Drop in Replacement(1)

Multiheadkanattentionex:multiheadkanattention

`isInsufficient`Is Insufficient(1)

One Successful Experimentex:one-successful-experiment

`offersEmpiricalVerification`Offers Empirical Verification(1)

Xenonfunex:xenonfun

`purpose`Purpose(1)

Nof1 Experimentex:nof1-experiment

`rdf:type`Rdf:type(1)

Cache Lookup Simulationex:cache-lookup-simulation

`suitableFor`Suitable for(1)

Source Documentex:source-document

`target`Target(1)

Validationex:validation

`targetMetric`Target Metric(1)

Accuracy Validationex:accuracy-validation

`uses`Uses(1)

Accuracy Validationex:accuracy-validation

Other facts (31)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

31 facts

Predicate	Value	Ref
Rdf:type	Reference Source	[11]
Rdf:type	Concept	[12]
Rdf:type	Performance Evaluation	[14]
Rdf:type	Performance Standard	[15]
Rdf:type	Performance Test	[16]
Rdf:type	Evaluation Method	[17]
Rdf:type	Accuracy Benchmark	[18]
Rdf:type	Validation Standard	[19]
Rdf:type	Evaluation Standard	[20]
Iteration Count	50	[1]
Confirms	Per Anchor Loop Slower	[2]
Should Use	Rand 6 6399	[3]
Updated With Warmup and Iters	1000	[3]
Recommends Rand	6.6399	[3]
Confirms Slower Performance	Native Complex Einsum Vs Manual Real Pair Ops	[4]
Is Confirmed	Native Complex Einsum Slower	[4]
Showed	Strict Norm Zero Difference to Parity	[5]
Demonstrates	Speedup	[5]
Hit Generate Text Fallback	Python Model	[6]
Evidence for Rust Superiority	Table Data	[6]
Is3 Way	Task 7	[7]
Includes Per Stage Timing	Task 7	[7]
Matched After	Allocation Fix	[8]
Referenced in Comparison	null	[9]
Has Sweep Time in Ms	170	[9]
Measures Prefill and Decode	Multiple Batch Sizes	[10]
Uses Fixed Decode Tokens	1000	[10]
Prints	Average Response Time Output	[13]
Sequence	Calculation Then Print	[13]
Compares	Vector Search Library	[14]
Has Value	92	[18]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

36 undated

—

iterationCountblah/watt-activation/part-18

—

confirmsblah/watt-activation/part-74

ex:per-anchor-loop-slower

—

shouldUseblah/watt-activation/part-119

ex:rand-6-6399

—

updatedWithWarmupAndItersblah/watt-activation/part-119

1000

—

recommendsRandblah/watt-activation/part-119

6.6399

—

confirmsSlowerPerformanceblah/watt-activation/part-293

ex:native-complex-einsum-vs-manual-real-pair-ops

—

isConfirmedblah/watt-activation/part-293

ex:native-complex-einsum-slower

—

showedblah/watt-activation/part-365

ex:strict-norm-zero-difference-to-parity

—

demonstratesblah/watt-activation/part-365

ex:speedup

—

hitGenerateTextFallbackblah/watt-activation/part-454

ex:python-model

—

evidenceForRustSuperiorityblah/watt-activation/part-454

ex:table-data

—

is3Wayblah/watt-activation/part-450

ex:task-7

—

includesPerStageTimingblah/watt-activation/part-450

ex:task-7

—

matchedAfterblah/watt-activation/part-601

ex:allocation-fix

—

referencedInComparisonblah/watt-activation/part-602

null

—

hasSweepTimeInMsblah/watt-activation/part-602

170

—

measuresPrefillAndDecodeblah/watt-activation/part-702

ex:multiple-batch-sizes

—

usesFixedDecodeTokensblah/watt-activation/part-702

1000

—

typebeam/9c00e2e8-3b1e-4b18-849e-bf6764dc0d7d

ex:ReferenceSource

—

typebeam/f05c7c43-016d-4b3a-b4b5-e49b850211db

ex:Concept

—

labelbeam/f05c7c43-016d-4b3a-b4b5-e49b850211db

benchmark

—

printsbeam/e57cdfe2-a5bc-4bf9-9552-dda66dee590a

ex:average-response-time-output

—

sequencebeam/e57cdfe2-a5bc-4bf9-9552-dda66dee590a

ex:calculation-then-print

—

typebeam/a8ba572b-8098-47b3-ad98-468c4bc08014

ex:PerformanceEvaluation

—

comparesbeam/a8ba572b-8098-47b3-ad98-468c4bc08014

ex:VectorSearchLibrary

—

typebeam/d2a4c12e-7db6-4472-9ac5-a358de5c91ca

ex:PerformanceStandard

—

typebeam/d442ff84-e39b-4988-96e3-f6382da8e2fd

ex:Performance_Test

—

typebeam/4eca5225-4fe5-4df7-89e3-8365c5031e4d

ex:EvaluationMethod

—

labelbeam/4eca5225-4fe5-4df7-89e3-8365c5031e4d

Performance Benchmark

—

typebeam/55af5f73-75e7-4cdc-ae26-3b63c21dd67c

ex:accuracy-benchmark

—

labelbeam/55af5f73-75e7-4cdc-ae26-3b63c21dd67c

92% accuracy benchmark

—

hasValuebeam/55af5f73-75e7-4cdc-ae26-3b63c21dd67c

—

typebeam/74267f96-93ad-42dd-979c-0b80b062ee94

ex:ValidationStandard

—

labelbeam/74267f96-93ad-42dd-979c-0b80b062ee94

Benchmark

—

typebeam/e2328e7a-7d98-4c0d-aa03-7004bab72af1

ex:EvaluationStandard

—

labelbeam/e2328e7a-7d98-4c0d-aa03-7004bab72af1

Benchmark

References (20)

20 references

[1]Part 181 fact
ctx:discord/blah/watt-activation/part-18
[2]Part 741 fact
ctx:discord/blah/watt-activation/part-74
[3]Part 1193 facts
ctx:discord/blah/watt-activation/part-119
[4]Part 2932 facts
ctx:discord/blah/watt-activation/part-293
[5]Part 3652 facts
ctx:discord/blah/watt-activation/part-365
[6]Part 4542 facts
ctx:discord/blah/watt-activation/part-454
[7]Part 4502 facts
ctx:discord/blah/watt-activation/part-450
[8]Part 6011 fact
ctx:discord/blah/watt-activation/part-601
[9]Part 6022 facts
ctx:discord/blah/watt-activation/part-602
[10]Part 7022 facts
ctx:discord/blah/watt-activation/part-702
[11]9c00e2e8 3b1e 4b18 849e Bf6764dc0d7d1 fact
ctx:claims/beam/9c00e2e8-3b1e-4b18-849e-bf6764dc0d7d
[12]F05c7c43 016d 4b3a B4b5 E49b850211db2 facts
ctx:claims/beam/f05c7c43-016d-4b3a-b4b5-e49b850211db
- full textbeam-chunk
  text/plain1 KBdoc:beam/f05c7c43-016d-4b3a-b4b5-e49b850211db
  Show excerpt
  total_execution_time = 0 with timer() as t: for query in queries: try: execution_time = execute_query(query) total_execution_time += execution_time successful_quer…
[13]E57cdfe2 A5bc 4bf9 9552 Dda66dee590a2 facts
ctx:claims/beam/e57cdfe2-a5bc-4bf9-9552-dda66dee590a
- full textbeam-chunk
  text/plain1 KBdoc:beam/e57cdfe2-a5bc-4bf9-9552-dda66dee590a
  Show excerpt
  # Simulate a more efficient search query with a reduced response time # Assume a normal distribution centered around 100ms with a standard deviation of 20ms response_time = max(0, random.normalvariate(100, 20)) time.sleep(re…
[14]A8ba572b 8098 47b3 Ad98 468c4bc080142 facts
ctx:claims/beam/a8ba572b-8098-47b3-ad98-468c4bc08014
[15]D2a4c12e 7db6 4472 9ac5 A358de5c91ca1 fact
ctx:claims/beam/d2a4c12e-7db6-4472-9ac5-a358de5c91ca
- full textbeam-chunk
  text/plain1 KBdoc:beam/d2a4c12e-7db6-4472-9ac5-a358de5c91ca
  Show excerpt
  - The `__init__` method initializes the `FocusScore` object with the number of tasks completed, the time spent, and the quality of work. 2. **Calculate Score:** - The `calculate_score` method now computes the focus score using adjust…
[16]D442ff84 E39b 4988 96e3 F6382da8e2fd1 fact
ctx:claims/beam/d442ff84-e39b-4988-96e3-f6382da8e2fd
[17]4eca5225 4fe5 4df7 89e3 8365c5031e4d2 facts
ctx:claims/beam/4eca5225-4fe5-4df7-89e3-8365c5031e4d
- full textbeam-chunk
  text/plain1 KBdoc:beam/4eca5225-4fe5-4df7-89e3-8365c5031e4d
  Show excerpt
  "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 1234567890", "Hello, 123…
[18]55af5f73 75e7 4cdc Ae26 3b63c21dd67c3 facts
ctx:claims/beam/55af5f73-75e7-4cdc-ae26-3b63c21dd67c
- full textbeam-chunk
  text/plain1 KBdoc:beam/55af5f73-75e7-4cdc-ae26-3b63c21dd67c
  Show excerpt
  - **Interactions**: Understand how the tokenization logic interacts with other components like data sources, caching, and error handling. ### 4. **Allocate Time Based on Complexity** - **Complexity Factors**: Allocate more time to co…
[19]74267f96 93ad 42dd 979c 0b80b062ee942 facts
ctx:claims/beam/74267f96-93ad-42dd-979c-0b80b062ee94
- full textbeam-chunk
  text/plain1 KBdoc:beam/74267f96-93ad-42dd-979c-0b80b062ee94
  Show excerpt
  ### Revised Plan 1. **Data Preprocessing**: 2 hours 2. **Intent Detection**: 4.2 hours 3. **Context Modeling**: 2.8 hours 4. **Accuracy Validation**: 1.4 hours 5. **Testing and Debugging**: 4.2 hours 6. **Buffer Time**: 1 hour ### Total E…
[20]E2328e7a 7d98 4c0d Aa03 7004bab72af12 facts
ctx:claims/beam/e2328e7a-7d98-4c0d-aa03-7004bab72af1
- full textbeam-chunk
  text/plain1 KBdoc:beam/e2328e7a-7d98-4c0d-aa03-7004bab72af1
  Show excerpt
  - Use techniques like contextual embeddings or LLMs to enhance context understanding. 4. **Accuracy Validation (1.4 hours)** - Validate the reformulation logic against the benchmark. - Ensure the reformulation maintains the high a…

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benchmark

Inbound mentions (16)

servesAsServes As(2)

addsL1024BenchmarkAdds L1024 Benchmark(1)

basedOnBased on(1)

hypotheticallyHighPerformerHypothetically High Performer(1)

implicatesNonOptimalFallbackUsedImplicates Non Optimal Fallback Used(1)

includesSubmoduleIncludes Submodule(1)

isDropInReplacementIs Drop in Replacement(1)

isInsufficientIs Insufficient(1)

offersEmpiricalVerificationOffers Empirical Verification(1)

purposePurpose(1)

rdf:typeRdf:type(1)

suitableForSuitable for(1)

targetTarget(1)

targetMetricTarget Metric(1)

usesUses(1)

Other facts (31)

Timeline

References (20)

See also

Keep researching

`servesAs`Serves As(2)

`addsL1024Benchmark`Adds L1024 Benchmark(1)

`basedOn`Based on(1)

`hypotheticallyHighPerformer`Hypothetically High Performer(1)

`implicatesNonOptimalFallbackUsed`Implicates Non Optimal Fallback Used(1)

`includesSubmodule`Includes Submodule(1)

`isDropInReplacement`Is Drop in Replacement(1)

`isInsufficient`Is Insufficient(1)

`offersEmpiricalVerification`Offers Empirical Verification(1)

`purpose`Purpose(1)

`rdf:type`Rdf:type(1)

`suitableFor`Suitable for(1)

`target`Target(1)

`targetMetric`Target Metric(1)

`uses`Uses(1)