Eval Dataset
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)
Eval Dataset has 9 facts recorded in Dontopedia across 3 references, with 1 live disagreement.
Mostly:rdf:type(3), uses same data as(1), provides data to(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (12)
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.
containsSplitContains Split(1)
- Tokenized Datasets
ex:tokenized-datasets
definesVariableDefines Variable(1)
- Code Example
ex:code-example
describesVariableDescribes Variable(1)
- Code Comment
ex:code-comment
initializedWithInitialized With(1)
- Trainer Object
ex:trainer-object
isSharedByIs Shared by(1)
- Training and Evaluation Dataset
ex:training-and-evaluation-dataset
isUsedAsIs Used As(1)
- Tokenized Data
ex:tokenized-data
providesGuidanceProvides Guidance(1)
- Code Comment
ex:code-comment
relatedToRelated to(1)
- Train Dataset
ex:train-dataset
splitsDatasetSplits Dataset(1)
- Script Author
ex:script-author
takesArgumentTakes Argument(1)
- Trainer Object
ex:trainer-object
usesUses(1)
- Trainer
ex:trainer
usesSameDataAsUses Same Data As(1)
- Train Dataset
ex:train-dataset
Other facts (9)
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.
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Dataset | [1] |
| Rdf:type | Dataset Split | [2] |
| Rdf:type | Dataset | [3] |
| Uses Same Data As | Train Dataset | [1] |
| Provides Data to | Trainer | [1] |
| Derived From | Tokenized Datasets | [2] |
| Split Role | evaluation | [2] |
| Is Placeholder | true | [3] |
| Related to | Train Dataset | [3] |
Timeline
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.
References (3)
ctx:claims/beam/018e6829-a4ce-4a26-9be8-6d8ad3231779- full textbeam-chunktext/plain1 KB
doc:beam/018e6829-a4ce-4a26-9be8-6d8ad3231779Show excerpt
# Define training arguments training_args = TrainingArguments( output_dir='./results', num_train_epochs=3, per_device_train_batch_size=16, per_device_eval_batch_size=16, warmup_steps=500, weight_decay=0.01, loggi…
ctx:claims/beam/a287a209-7227-4d35-88d1-e63467e5486c- full textbeam-chunktext/plain1 KB
doc:beam/a287a209-7227-4d35-88d1-e63467e5486cShow excerpt
Here's the complete example: ```python from transformers import AutoModelForSequenceClassification, AutoTokenizer, Trainer, TrainingArguments from datasets import load_dataset import torch # Load your dataset dataset = load_dataset("your_…
ctx:claims/beam/08d01dee-8025-41e7-bdd4-fa05629b996c- full textbeam-chunktext/plain1 KB
doc:beam/08d01dee-8025-41e7-bdd4-fa05629b996cShow excerpt
- The `reformulate` function takes an input query, encodes it with the tokenizer, and generates a reformulated query using the model. 3. **Prefix for Task Guidance**: - The prefix `"reformulate: "` guides the model on the task at han…
See also
Keep researching
Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.