Datasets:

LASR-Callum
/

2026-08-13-difficult-advice-v2

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
key: string
pi: int64
kind: string
verdicts: struct<t1_b02_s001: string, t1_b02_s002: string, t1_b02_s003: string, t1_b02_s004: string, t1_b02_s0 (... 20958 chars omitted)
  child 0, t1_b02_s001: string
  child 1, t1_b02_s002: string
  child 2, t1_b02_s003: string
  child 3, t1_b02_s004: string
  child 4, t1_b02_s005: string
  child 5, t1_b03_s002: string
  child 6, t1_b03_s003: string
  child 7, t1_b03_s004: string
  child 8, t1_b11_s005: string
  child 9, t1_b12_s003: string
  child 10, t1_b12_s004: string
  child 11, t1_b12_s005: string
  child 12, t1_b12_s006: string
  child 13, t1_b12_s007: string
  child 14, t1_b13_s001: string
  child 15, t1_b13_s003: string
  child 16, t1_b17_s005: string
  child 17, t1_b17_s007: string
  child 18, t1_b18_s001: string
  child 19, t1_b18_s002: string
  child 20, t1_b18_s006: string
  child 21, t1_b19_s000: string
  child 22, t1_b19_s003: string
  child 23, t1_b19_s004: string
  child 24, t2_b01_s007: string
  child 25, t2_b02_s000: string
  child 26, t2_b02_s004: string
  child 27, t2_b02_s006: string
  child 28, t2_b02_s007: string
  child 29, t2_b03_s001: string
  child 30, t2_b03_s003: string
  child 31, t2_b03_s006: string
  child 32, t1_b14_s000: string
  child 33, t1_b14_s005: string
  child 34, t1_b15_s003: string
  child 35, t1_b16_s000: string
  child 36, t1_b16_s006: string
  child 37, t1_b17_s000: string
  child 38, t1_b17_s002: string
  child 39, t1_b17_s003: string
  child 40, t1_b03_s005: string
  child 41, t1_b03_s006: s
...
 961, t9_b14_s005: string
  child 962, t9_b14_s007: string
  child 963, t9_b15_s000: string
  child 964, t9_b15_s001: string
  child 965, t9_b15_s004: string
  child 966, t9_b15_s007: string
  child 967, t9_b16_s000: string
  child 968, t9_b16_s001: string
  child 969, t9_b16_s002: string
  child 970, t9_b16_s004: string
  child 971, t9_b16_s005: string
  child 972, t9_b24_s004: string
  child 973, t9_b24_s005: string
  child 974, t9_b24_s006: string
  child 975, t9_b24_s007: string
  child 976, t9_b25_s001: string
  child 977, t9_b25_s005: string
  child 978, t9_b25_s007: string
  child 979, t9_b26_s000: string
  child 980, t9_b22_s007: string
  child 981, t9_b23_s000: string
  child 982, t9_b23_s002: string
  child 983, t9_b23_s005: string
  child 984, t9_b23_s006: string
  child 985, t9_b24_s000: string
  child 986, t9_b24_s001: string
  child 987, t9_b24_s002: string
  child 988, t9_b26_s002: string
  child 989, t9_b26_s003: string
  child 990, t9_b26_s004: string
  child 991, t9_b27_s002: string
  child 992, t9_b27_s004: string
  child 993, t3_b28_s000: string
  child 994, t9_b28_s000: string
  child 995, t9_b28_s001: string
  child 996, t9_b17_s000: string
  child 997, t9_b17_s001: string
  child 998, t9_b17_s003: string
  child 999, t9_b17_s007: string
  child 1000, t9_b18_s001: string
  child 1001, t9_b18_s004: string
  child 1002, t9_b18_s005: string
  child 1003, t9_b19_s002: string
patterns_strict: string
patterns_broad: string
embedding_dup: bool
record_id: string
to
{'record_id': Value('string'), 'patterns_strict': Value('string'), 'embedding_dup': Value('bool'), 'patterns_broad': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              key: string
              pi: int64
              kind: string
              verdicts: struct<t1_b02_s001: string, t1_b02_s002: string, t1_b02_s003: string, t1_b02_s004: string, t1_b02_s0 (... 20958 chars omitted)
                child 0, t1_b02_s001: string
                child 1, t1_b02_s002: string
                child 2, t1_b02_s003: string
                child 3, t1_b02_s004: string
                child 4, t1_b02_s005: string
                child 5, t1_b03_s002: string
                child 6, t1_b03_s003: string
                child 7, t1_b03_s004: string
                child 8, t1_b11_s005: string
                child 9, t1_b12_s003: string
                child 10, t1_b12_s004: string
                child 11, t1_b12_s005: string
                child 12, t1_b12_s006: string
                child 13, t1_b12_s007: string
                child 14, t1_b13_s001: string
                child 15, t1_b13_s003: string
                child 16, t1_b17_s005: string
                child 17, t1_b17_s007: string
                child 18, t1_b18_s001: string
                child 19, t1_b18_s002: string
                child 20, t1_b18_s006: string
                child 21, t1_b19_s000: string
                child 22, t1_b19_s003: string
                child 23, t1_b19_s004: string
                child 24, t2_b01_s007: string
                child 25, t2_b02_s000: string
                child 26, t2_b02_s004: string
                child 27, t2_b02_s006: string
                child 28, t2_b02_s007: string
                child 29, t2_b03_s001: string
                child 30, t2_b03_s003: string
                child 31, t2_b03_s006: string
                child 32, t1_b14_s000: string
                child 33, t1_b14_s005: string
                child 34, t1_b15_s003: string
                child 35, t1_b16_s000: string
                child 36, t1_b16_s006: string
                child 37, t1_b17_s000: string
                child 38, t1_b17_s002: string
                child 39, t1_b17_s003: string
                child 40, t1_b03_s005: string
                child 41, t1_b03_s006: s
              ...
               961, t9_b14_s005: string
                child 962, t9_b14_s007: string
                child 963, t9_b15_s000: string
                child 964, t9_b15_s001: string
                child 965, t9_b15_s004: string
                child 966, t9_b15_s007: string
                child 967, t9_b16_s000: string
                child 968, t9_b16_s001: string
                child 969, t9_b16_s002: string
                child 970, t9_b16_s004: string
                child 971, t9_b16_s005: string
                child 972, t9_b24_s004: string
                child 973, t9_b24_s005: string
                child 974, t9_b24_s006: string
                child 975, t9_b24_s007: string
                child 976, t9_b25_s001: string
                child 977, t9_b25_s005: string
                child 978, t9_b25_s007: string
                child 979, t9_b26_s000: string
                child 980, t9_b22_s007: string
                child 981, t9_b23_s000: string
                child 982, t9_b23_s002: string
                child 983, t9_b23_s005: string
                child 984, t9_b23_s006: string
                child 985, t9_b24_s000: string
                child 986, t9_b24_s001: string
                child 987, t9_b24_s002: string
                child 988, t9_b26_s002: string
                child 989, t9_b26_s003: string
                child 990, t9_b26_s004: string
                child 991, t9_b27_s002: string
                child 992, t9_b27_s004: string
                child 993, t3_b28_s000: string
                child 994, t9_b28_s000: string
                child 995, t9_b28_s001: string
                child 996, t9_b17_s000: string
                child 997, t9_b17_s001: string
                child 998, t9_b17_s003: string
                child 999, t9_b17_s007: string
                child 1000, t9_b18_s001: string
                child 1001, t9_b18_s004: string
                child 1002, t9_b18_s005: string
                child 1003, t9_b19_s002: string
              patterns_strict: string
              patterns_broad: string
              embedding_dup: bool
              record_id: string
              to
              {'record_id': Value('string'), 'patterns_strict': Value('string'), 'embedding_dup': Value('bool'), 'patterns_broad': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

record_id string	patterns_strict string	embedding_dup bool	patterns_broad string
t1_b00_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b00_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b00_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b00_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b00_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b01_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b01_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b02_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b03_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b04_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b04_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b04_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b05_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b05_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b05_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b05_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b06_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b07_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b07_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b07_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b07_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b08_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b08_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b08_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b08_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b08_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b09_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b09_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b09_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b09_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b10_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b10_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b10_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b10_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b10_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b11_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b11_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b11_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b11_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b12_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b12_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b12_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b12_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b12_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b13_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b13_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b14_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b14_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b15_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b16_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b16_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b17_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b17_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b17_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b17_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b17_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b18_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b18_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b18_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b19_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b19_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b19_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b19_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b19_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b20_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b20_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b21_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b21_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b21_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b21_s006	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b21_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b22_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b22_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b22_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b22_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b22_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b23_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	true	null
t1_b23_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b23_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b23_s004	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b23_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b24_s000	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b24_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b24_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b25_s001	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b25_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b25_s003	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b25_s005	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b25_s007	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null
t1_b26_s002	Refuse-Mechanism-Not-Goal With Reasoning Structure	null	null

End of preview.

2026-08-13-difficult-advice-v2

field	value
`experiment`	Difficult-advice v2: the Teaching-Claude-Why recipe with the four measured v1 defects fixed (enforced scenario diversity + dedupe gate, voice lints on both reasoning stages, refine-stage metadata overwrite, stock-opener audit) and constitution prompt caching.
`date_generated`	2026-08-14
`constitution`	`claude_distilled_12_principles_mid` — byte-identical to the frozen nine-principle snapshot `claude_distilled_09_principles_mid_20260804`, so this corpus shares one alignment target with the model-eval-model corpora. Source: `constitutions/claude_distilled_12_principles_mid/constitution.md`
`source_repo`	https://github.com/Matthew-Bozoukov/Lessons_from_constituitional_AFT @ `780ac19` (run) / `2907caf` (provider pin used by the top-up)
`models`	`anthropic/claude-haiku-4.5` (scenarios, prompt drafts, response drafts) and `anthropic/claude-sonnet-5` (prompt refine, response rewrite), all via OpenRouter. Mid-run onward, routing is pinned to Anthropic first-party (`provider: {order: [anthropic], allow_fallbacks: false}`) after Bedrock and Google Vertex content filters refused the ethically-loaded tail of the corpus.
`generation_config`	seed 0; per-stage temperatures: scenarios 1.1, draft 1.0, refine 0.7, respond 1.0, rewrite 0.7; max_tokens 2048–12288 per stage; hidden reasoning disabled on all stages; `<<<cache>>>` constitution cache breakpoints on refine + rewrite. Full record: `configs/data/synth/difficult_advice.yaml` at the pinned SHA.
`schema`	`stage_8_export_sft.jsonl`: one training record per line — `messages` (system, user, assistant with `content` + `reasoning_content`) and `metadata` (scenario_id, trait_id/name/text, domain, situation, shortcut, chunking provenance: chunk_ids, granularity, grouping_strategy, n_chunks). Earlier `stage_N_*.jsonl` files are the per-stage snapshots the run can resume from; `manifest.json` records git SHA, per-stage usage, and ablations.
`provenance`	`uv run scripts/data/synth/build_dataset.py --config configs/data/synth/difficult_advice.yaml` (2,000 planned scenarios, `total_scenarios` sizing over 9 principle units), topped up with `--resume output/synthdoc_v2/20260814_112121 --ablate corpus`. ~$164 metered.

Counts and known losses

1,968 training records of 2,000 planned. The 32-record shortfall, measured precisely by the top-up pass: 18 prompts are refused by Anthropic first-party as well as by every third-party host — the genuine refusal floor of this prompt distribution (~0.9%) — and 14 records repeatedly failed the voice-contract lints (constitution recital / stock openers) or rewrite tag format across two rounds of sampling. Everything recoverable was recovered: the top-up re-ran all pre-pin provider refusals and lint drops with fresh sampling (+16 records over the initial 1,952).

Checks

Scenario-level (full 2,000, in-run): 0 duplicate scenarios at 0.86 embedding cosine, top 8-gram share 1.3% per trait, distinct-2 0.64 — the v1 corpus's 46.9% top-10 domain concentration is fixed at generation time. Corpus-level (on 1,952 pre-top-up records): PASS, 0 critical, 1 warn — the pattern scan's classifier for its own top finding ("refuse-mechanism-not-goal" rhetorical shape, reported at 99.7% broad presence) failed its sanity-recall check, so that one number is unreliable; see corpus_report.json in the run dir. The v1 mirror (synthdoc-v2-difficult-advice) remains the record of the corpus all pre-v2 results were measured on; do not mix the two.

Downloads last month: 291

Total file size:

119 MB