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delta-nla-qwen3-8b-warmstart

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
doc_id: string
ids: list<item: int64>
  child 0, item: int64
start: int64
src_index: int64
text: null
layer: int64
cost: double
model: string
repairs: int64
prompt: string
description: string
short: string
violations: list<item: string>
  child 0, item: string
id: string
to
{'id': Value('string'), 'layer': Value('int64'), 'model': Value('string'), 'prompt': Value('string'), 'description': Value('string'), 'short': Value('string'), 'cost': Value('float64'), 'violations': List(Value('string')), 'repairs': Value('int64')}
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
              doc_id: string
              ids: list<item: int64>
                child 0, item: int64
              start: int64
              src_index: int64
              text: null
              layer: int64
              cost: double
              model: string
              repairs: int64
              prompt: string
              description: string
              short: string
              violations: list<item: string>
                child 0, item: string
              id: string
              to
              {'id': Value('string'), 'layer': Value('int64'), 'model': Value('string'), 'prompt': Value('string'), 'description': Value('string'), 'short': Value('string'), 'cost': Value('float64'), 'violations': List(Value('string')), 'repairs': Value('int64')}
              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

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id string	layer int64	model string	prompt string	description string	cost float64	violations list	repairs int64
d1_t405_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward discussion as the conference format’s defining feature, with scholarly exchange and the role of a panel gaining weight. Formal presentations, papers, and individually presented material recede in importance. The change draws partly on the immediately preceding account of the conference format and...	0.000287	[]	0
d1_t269_L18	18	openai/gpt-5.6-luna	v2	Emphasis faintly shifts toward particular areas and a southwest or ethnic regional framing over more generic references to regions. This minor movement is drawn mainly from internal recall rather than the nearby mention of Guangxi, while only lightly displacing associations with poverty and broader regional groupings.	0.000389	[]	0
d1_t269_L12	12	openai/gpt-5.6-luna	v2	A faint shift favors the southwestern regional setting, especially Guizhou, over a generic treatment of regions and study sites. The adjustment draws partly on the immediately preceding list of provinces and partly on internal recall, while only lightly changing the broader line of thought.	0.000494	[]	0
d2_t131_L18	18	openai/gpt-5.6-luna	v2	The emphasis shifts toward Srinivas’s having represented India and participated in or attended the WTO Customs Modernization workshop, with related work gaining salience. The idea of having received, obtained, or authored something recedes, while merely holding or serving in a role loses weight. This shift draws partly...	0.000597	[]	0
d1_t269_L24	24	openai/gpt-5.6-luna	v2	The change is faint and only lightly favors the Chinese regional context over alternative place associations. Little is displaced, and the slight shift comes more from internal recall than from the nearby discussion of provinces and autonomous regions.	0.000451	[]	0
d1_t405_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts toward a formal, in-depth panel setting with a more academic and scholarly character. Focus on content, presentation, communication, and speaking recedes, along with the collaborative and collective aspects. The shift draws partly on the nearby emphasis on discussants and conference format, while ch...	0.000575	[]	0
d1_t76_L12	12	openai/gpt-5.6-luna	v2	A faint shift gives slightly more weight to interpreting theoretical work across disciplines than to the other nearby themes. The substantial internal movement draws partly on the immediately preceding discussion and partly on recall, but only faintly changes the overall line of thought.	0.000658	[]	0
d0_t48_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward millions of people at the lowest end of the affected group. Descriptions of the nation, country, poorest people, and those facing the hardest or worst conditions lose salience. The change comes mainly from in-place recall of population-scale quantities, with only a minor contribution from the ear...	0.000644	[]	0
d0_t307_L18	18	openai/gpt-5.6-luna	v2	Advocacy and a diplomatic, reform-oriented framing gain salience over authority and unwillingness. The Democratic Party and a dominant stance recede from the focus. The shift draws partly on the earlier contrast between President Obama’s attempted replacement of DeMarco and Congressional Republicans, while also consoli...	0.000632	[]	0
d1_t76_L24	24	openai/gpt-5.6-luna	v2	The change faintly moves emphasis away from interpretations and related interpretive framing, without establishing a distinctive replacement. It draws partly on the nearby theoretical framing and partly on recalled associations; the internal shift is moderate, while its effect on the overall line of thought is also mod...	0.00053	[]	0
d1_t405_L18	18	openai/gpt-5.6-luna	v2	Focus shifts toward formal, individual presentations and the presentation of content. Discussion, dialogue, group-oriented exchange, and broader intellectual or interdisciplinary openness recede. The shift draws partly on the earlier description of the conference format and its discussants, while internal recall reinfo...	0.000607	[]	0
d0_t307_L12	12	openai/gpt-5.6-luna	v2	The emphasis shifts toward what holds now and still holds, with inability gaining weight over a completed failure. A merely continuing or remaining condition recedes, while the earlier failed outcome loses salience. This is partly anchored in the nearby passage about Congressional Republicans blocking the replacement, ...	0.000648	[]	0
d2_t182_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward customs and toward imparting skills to fellow personnel or subordinates. The specific framing around junior personnel and an individual possessive association recedes. The shift draws partly on the nearby account of Srinivas giving instruction as a team leader and partly on recalled associations ...	0.000812	[]	0
d0_t84_L18	18	openai/gpt-5.6-luna	v2	The emphasis shifts toward taxpayers not being responsible for the program’s funding. Broader associations with investment and the provision of funds recede. This shift is mainly consolidated from internal recall, with only a slight pull from the earlier mention of a Treasury subsidy. The internal movement is moderate,...	0.000694	[]	0
d2_t136_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward the workshop being held or conducted, reinforcing the event itself. Location-specific associations with Beijing, Guangzhou, China, and Shanghai recede. The shift draws partly on the earlier references to the World Trade Organization and WCO workshops and partly on consolidated recall. The interna...	0.000464	[]	0
d2_t136_L12	12	openai/gpt-5.6-luna	v2	The fact of an international workshop being held gains salience. A more specific framing around a convened or organized seminar recedes, without any distinctive competing theme registering as a loss. The shift is partly anchored in the earlier references to the WCO workshop and participation, and partly consolidated fr...	0.000868	[]	0
d0_t48_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward the hardest-hit, poorest people and the lowest conditions. A broader framing around the nation, the country, housing, and the largest or biggest scale recedes. The shift partly draws on the earlier references to underwater homeowners and loan reduction, while also consolidating an internal sense ...	0.000579	[]	0
d2_t136_L18	18	openai/gpt-5.6-luna	v2	The workshop’s being held gains salience, with the event framed more as training or skills-related participation. No specific competing idea is distinctly displaced. This draws partly on the nearby references to participating in a workshop and partly on recalled associations with training, though recall contributes sli...	0.000633	[]	0
d2_t182_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts away from senior officials and team-related framing toward a broader grouping and a more central focus. The nationwide, various, and junior/official associations lose salience as that narrower contrast takes precedence. The change draws partly on the nearby mention of training and team leadership, while...	0.000901	[]	0
d0_t48_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward a national framing, with the weakest and lowest positions gaining salience. The focus on homeowners, people, millions, and the worst cases recedes. The change is consolidated mainly from internal associations with debt, crisis, and mortgages, drawing only lightly on the nearby references to princ...	0.000877	[]	0
d2_t131_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts toward Srinivas’s serving, working, training, joining, participating, and handling responsibilities. Receiving, winning, obtaining, presenting, attending, and representing India recede in salience. The earlier passage about representing India at a World Trade Organization workshop contributes part o...	0.000711	[]	0
d1_t76_L18	18	openai/gpt-5.6-luna	v2	Emphasis faintly shifts toward analytical interpretations, patterns, and analysis over more direct forms of interpreting or explanation. The change is mostly consolidated from internal recall, with only a limited pull from nearby references to theoretical approaches and China.	0.000475	[]	0
d0_t307_L24	24	openai/gpt-5.6-luna	v2	Emphasis moves from inability or failed action toward the president’s current, ongoing status. Earlier or unwillingness-related framing recedes as present-tense and tenure-related associations gain weight. The account of Obama’s attempted replacement of DeMarco and its blockage contributes partly, while the current-sta...	0.000681	[]	0
d2_t131_L12	12	openai/gpt-5.6-luna	v2	Emphasis moves toward Srinivas’s service, work, joining, and participation, while speaking for India and visiting lose salience. The account of his participation in the WTO workshop is displaced by a broader sense of having served and taken part in professional activities. This shift is partly drawn from the earlier wo...	0.00104	[]	1
d2_t182_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts from Indian and Revenue officers, along with other groupings, toward varied or multiple Customs-related and senior groupings. The prominence of the Indian, Revenue, and officer-related framing recedes as Customs, seniority, and plurality become more salient. Nearby references to the team leader, trainin...	0.000645	[]	0
d3_t22_L12	12	openai/gpt-5.6-luna	v2	Emphasis moves toward fluent, spoken empathy, with Chinese culture also becoming more salient. Associations with support, development, engineering quality, and personal matters recede. The shift is partly anchored in the nearby references to someone who needs to be understood and partly consolidated from internal recal...	0.00058	[]	0
d3_t22_L24	24	openai/gpt-5.6-luna	v2	Emphasis lightly shifts toward urgent, fluent speech rather than communicated or translated understanding. The broader idea of being there for someone who needs support loses some salience. This draws partly on the nearby Spanish, someone, needs, and to-be-understood context, while also relying on recalled associations...	0.00043	[]	0
d0_t84_L12	12	openai/gpt-5.6-luna	v2	A negated stance associated with taxpayers gains weight, without a distinct new claim becoming salient. No specific competing idea is displaced. The shift comes mainly from internal recall of funding, costs, responsibility, and government spending rather than from retrieving an informative earlier passage. The internal...	0.000828	[]	0
d4_t140_L24	24	openai/gpt-5.6-luna	v2	The faint change lightly favors instructional quilting content over aesthetic, artist-focused, or production-oriented framing. It is mainly consolidated from internal recall rather than drawn from the nearby date reference.	0.000349	[]	0
d3_t29_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward using the pink rose to say, show, express, tell, offer, or send something. The associations of love, someone, and declaring recede, along with a more direct focus on the recipient. The change draws partly on the nearby framing of giving a pink rose as having a meaning, while partly consolidating ...	0.000771	[]	0
d3_t22_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward communication and being understood, rather than toward fluency as an ability. Dialogue and language lose salience as broader acts of communicating become more prominent. The shift draws partly on the earlier references to Spanish and to someone who needs to be understood, while partly consolidati...	0.000693	[]	0
d3_t29_L18	18	openai/gpt-5.6-luna	v2	The emphasis shifts from the act of giving a pink rose toward its symbolic function: expressing love, a wish, or a declaration to someone. Literal actions such as saying, giving, offering, sending, or bringing recede, along with thanking. The shift draws partly on the nearby framing of the rose’s significance and partl...	0.000548	[]	1
d4_t23_L18	18	openai/gpt-5.6-luna	v2	Emphasis moves away from Carol and Mary toward the editors and collaboration surrounding the Quilters' Community. Carol loses salience especially through in-place recall, while Mary also recedes from the overall line of thought. The shift is partly anchored in the nearby framing of the community being brought to the au...	0.000676	[]	0
d4_t140_L12	12	openai/gpt-5.6-luna	v2	The emphasis faintly shifts from the quilt itself toward artists and the surrounding quilting program. This minor movement relies more on recalled associations than on the nearby mention of Patrick Lose, and only lightly displaces the quilt focus.	0.000569	[]	0
d5_t17_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward an elevated overlooking setting, with the skyline and the quality of the view becoming more salient. A possessive framing and broader panoramic associations recede. The shift draws partly on the nearby references to the view and tower, while also consolidating related imagery from internal recall...	0.000475	[]	0
d4_t23_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward the editors responsible for bringing the quilting community feature, while the sense of likeness loses salience. Publication-related associations also recede from the internal reading. The change is driven mainly by in-place recall, with only slight support from the nearby references to being bro...	0.000488	[]	0
d5_t17_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward downtown, skyline, surrounding setting, panoramic qualities, and authenticity. Beautiful scenery, campus, sky, real-scene qualities, and the city recede. The shift draws partly on the nearby description of the tower and its prime view, while partly consolidating internal recall; the internal move...	0.000473	[]	0
d4_t115_L18	18	openai/gpt-5.6-luna	v2	Sponsored content gains salience, while hosting, participation, and linkage are also brought more strongly into focus. Emphasis recedes from spotlighting, promotion, and the material’s general character. The shift is drawn mainly from internal recall, with only a limited contribution from the immediately preceding QNNt...	0.000774	[]	0
d4_t140_L18	18	openai/gpt-5.6-luna	v2	Emphasis moves toward quilting design, techniques, production, and an overview of the content. Formal skills training and the framing of a technician, craftsperson, or hosted event recede. The shift is drawn partly from the earlier mention of Patrick Lose but is driven more by internal recall than by that nearby passag...	0.000677	[]	0
d4_t23_L12	12	openai/gpt-5.6-luna	v2	The emphasis shifts toward an anthology-like presentation and a hosted or credited context. A technical framing recedes in relative salience. The change is drawn mainly from internal recall rather than nearby text, with only limited support from the surrounding attribution context. The internal movement is moderate, bu...	0.000483	[]	1
d4_t115_L12	12	openai/gpt-5.6-luna	v2	The change mainly strips salience from the program’s content and its connection to the show or video, while aligning the reading more with sponsorship and opportunities. Link-related and segment-related associations also recede, with no distinctive concept gaining causal weight in their place. The nearby QNNtv.com and ...	0.000712	[]	0
d3_t40_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward a setting or location and a purpose-oriented relation, rather than a temporal framing. References to when or during recede, along with the sense of being with someone. Earlier wording about gratitude, someone needing understanding, and giving hope contributes secondarily, while the change is main...	0.000863	[]	0
d4_t115_L24	24	openai/gpt-5.6-luna	v2	A sponsorship, affiliate, or partnership framing gains weight, along with a more direct link to the online offering. The broader presentation as content, a show, a segment, or a video loses salience. The shift comes mainly from recalled associations rather than earlier wording, with only a small contribution from the n...	0.000791	[]	0
d5_t17_L24	24	openai/gpt-5.6-luna	v2	Emphasis moves toward a central, historic setting with a surrounding or overlooking character, rather than downtown, skyline, panoramic, or campus associations. The nearby wording contributes only lightly, especially through references to the tower, Members Club, and prime view. The shift is drawn mainly from internal ...	0.000542	[]	0
d3_t29_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts toward a loving wish or desire to convey something to someone. Overt showing, declaring, acknowledging, and thanking recede. The shift is drawn mainly from recalled associations, while the nearby context of giving a pink rose and addressing someone contributes only lightly. The internal movement is ...	0.000533	[]	1
d3_t40_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward when and where circumstances, along with a for/with relation. Support and inspiration recede relative to development, illumination, and the human heart. The recent gratitude, happiness, thanks, and hope context contributes partly, while the rest is consolidated from internal recall. The internal ...	0.000847	[]	0
d6_t133_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward laughter, amusement, and smiling in the playful exchange. Attention to looking, prompting, and thinking recedes. The shift is drawn partly from the preceding context and partly from internal recall, with no specific earlier passage standing out. This is a strong internal movement with a strong ef...	0.000368	[]	0
d5_t237_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward guests’ allocated, on-site access and the public-facing aspect of the arrangement, rather than broadly open access. The sense of something familiar, open, or generally available recedes. The nearby references to VIP parking and guests being urged to use it contribute partly, while reserved and al...	0.000705	[]	0
d5_t244_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward the race and arrival, while the site itself loses salience. The location-centered framing is displaced by attention to access and getting there. References to the present taxi services and VIP parking partly feed this adjustment, while internal recall especially strengthens the race and pulls awa...	0.00083	[]	0
d5_t244_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward the race site and the racing event, while the notion of arrival loses weight. The venue becomes more salient than the act of getting there, even though recalled associations briefly pull toward both racing and arrival. The nearby mention of taxi services being present contributes partly to this s...	0.00075	[]	0
d6_t385_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward a famous, growing musician, artist, and singer, with Grammy and performer associations gaining weight. The Southern, Kentucky, blue, and country framing recedes, along with the sense of someone newly emerging or upcoming. The shift draws partly on the nearby discussion of Brantley Gilbert and the...	0.000589	[]	0
d5_t237_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward the guests and a public-transport, nearby-access framing. No distinctive alternative gains weight, while designated or exclusively controlled access becomes less salient. The shift draws partly on the nearby urging to use something, together with earlier references to parking, and partly on recal...	0.000802	[]	0
d7_t97_L12	12	openai/gpt-5.6-luna	v2	A small internal shift reduces the salience of an unspecified alternative without bringing any distinctive idea into focus. The change is driven mainly by in-place recall rather than by the nearby mention of going somewhere. Although the internal movement is moderate, its effect on the overall line of thought is substa...	0.000462	[]	0
d6_t426_L12	12	openai/gpt-5.6-luna	v2	The tattoo discussion gives more weight to a desire-oriented stance than to simply knowing the count. Certainty about whether the tattoos count as one or several loses salience, while a more emphatic, bothered tone gains ground. The shift draws partly on the nearby question about counting the tattoos and the stated lac...	0.000718	[]	0
d6_t385_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward the singer’s rock associations, chart recognition, hits, and star status. The framing of the person as Kentucky-based, Southern, an artist or musician, and a veteran recedes. The nearby act of asking contributes partly to this change, while recalled associations also reinforce the singer and rock...	0.000738	[]	0
d5_t237_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward the guests’ own connection to the arrangements, while an official, public, or formally designated framing loses weight. An onsite booking or allocation sense gains salience as caution, discretion, and exclusivity recede. The nearby VIP-parking reference contributes partly, but the shift is driven...	0.000901	[]	0
d3_t40_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward situating gratitude and hope in circumstances of when, during, or where. Associations with support and togetherness recede, while no distinctive causal alternative is displaced. The shift draws partly on the nearby Spanish context of giving hope and partly on recalled associations with temporal c...	0.00062	[]	1
d6_t385_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward a Kentucky-linked singer understood as a musician, while rising, hit, country, Grammy, and chart-related salience recedes. The framing moves away from someone famous, renowned, young, or formerly prominent and toward a longtime or veteran singer associated with Nashville and guitar. Part of the s...	0.000812	[]	0
d6_t133_L12	12	openai/gpt-5.6-luna	v2	Emphasis moves toward uncertainty accompanied by chuckling, laughter, and smiling in the lighthearted exchange. The earlier emphasis on playing along, making, cracking, and prompting recedes. The shift draws partly on the nearby reply, Bentley, and the earlier description of playing along, while the remainder is consol...	0.000794	[]	0
d5_t244_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts away from the race and course toward being on site and arriving at the venue. Race-related framing loses salience rather than being further specified. The change draws partly on the nearby mention of Kenilworth Racecourse and taxi services, while partly consolidating an internal association with arrival...	0.000903	[]	0
d0_t84_L24	24	openai/gpt-5.6-luna	v2	Taxpayer costs, burden, and funding gain salience over the program’s potential benefits. The earlier Treasury subsidy contributes only a small part, while internal recall supplies most of the shift toward costs and billions. The movement is minor internally but has a moderate consequence for the overall line of thought...	0.000934	[ "hedges" ]	2
d7_t42_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward box, container, wrapper, bar, and jar as salient forms around the chocolate. Tin, dish, candy, and cup lose weight as competing associations. The heart-shaped description supplies only a minor cue from earlier text, while the stronger adjustment is consolidated through internal recall. This is a ...	0.000644	[]	0
d7_t42_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward a tin, jar, dish, and bar, while wrapper, box, candy, and a generic container lose weight. The movement also brings boxes and powder into the internal reading, displacing the broader container framing. It is partly anchored in the nearby description of heart-shaped chocolate and partly consolidat...	0.000645	[]	0
d7_t97_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts away from making toward colour, minimalism, and experimentation. Simplicity and the handmade-paper activity lose salience rather than giving way to a more specific focus. The change draws partly on the earlier mention of paper but mainly consolidates internal recall, producing a moderate shift with a mo...	0.00064	[]	0
d7_t167_L18	18	openai/gpt-5.6-luna	v2	The emphasis shifts toward variety in the leaves being combined rather than a generic sense of difference. The broader notion of things being different recedes as this more specific variety becomes salient. The shift draws partly on the nearby references to combining leaves and the garden, while also consolidating the ...	0.000608	[]	0
d7_t167_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts away from distinctions among things and toward garden plants, leaves, and foliage being combined. The ideas of things being different or several recede. Earlier mentions of the garden, leaves, and foliage partly feed this shift, while plant-related associations are also consolidated from within. Thi...	0.000668	[]	0
d6_t426_L18	18	openai/gpt-5.6-luna	v2	The focus shifts toward wanting and a more personal, bothered stance around the tattoo count, rather than detached belief or appreciation. Knowing remains present through recall, but the contribution from the preceding context specifically gives way to wanting. The change draws partly on the uncertainty about whether t...	0.000929	[]	0
d7_t167_L12	12	openai/gpt-5.6-luna	v2	The handmade, do-it-yourself activity gains a more inclusive framing, while emphasis on difference recedes. Variety is also displaced by a more unified sense of the activity as broadly present. The shift is partly grounded in the nearby combining of garden leaves and partly consolidated from internal recall, with DIY a...	0.000713	[]	0
d7_t42_L18	18	openai/gpt-5.6-luna	v2	Salience shifts toward candy, tin, and jar, while box, pot, cup, wrapper, bar, and gift recede. The nearby heart-shaped description contributes partly, while in-place recall brings candy, tin, and container associations forward and pushes pot, jar, box, and cup back. The internal movement is faint, but its effect on th...	0.000776	[]	0
d8_t29_L12	12	openai/gpt-5.6-luna	v2	The framing shifts toward controlling risky impulses as difficult, complex, or challenging rather than merely like something familiar. A simple or straightforward characterization recedes, while both effort and ease remain in tension around the activity. The shift draws partly on the nearby passage about controlling ri...	0.000552	[]	0
d8_t348_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward gambling, betting, and risky wagering rather than the broader game context. The immediate decision and the players themselves recede in salience. The shift is partly anchored in the nearby passage about the inhibition task occurring two hours earlier and partly consolidated from internal recall o...	0.000577	[]	0
d6_t426_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts toward a personal acknowledgment of not knowing about the tattoos rather than toward wanting a definite determination. Counting and remembering recede as attention moves away from deciding whether the tattoo should be treated as one or several. The change is mainly consolidated from internal recall,...	0.000924	[]	0
d7_t97_L18	18	openai/gpt-5.6-luna	v2	Focus shifts toward a concrete making-related action or object. No distinctive alternative is displaced. The change draws partly on the earlier plan to soak shredded bills and correspondence, and partly on recalled associations with making. It is a faint internal movement but a strong adjustment to the overall line of ...	0.00055	[]	0
d8_t27_L18	18	openai/gpt-5.6-luna	v2	The change faintly favors viewing the subject in terms of behavior, with a slight move toward an appearance or comparison. No distinctive alternative clearly recedes, though traits and impulses lose some salience in the internal reading. The shift draws partly on the nearby framing of controlling risky conduct and part...	0.000492	[]	0
d9_t20_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward the website or site, its version, and the login or connection context. Certificate-related material, along with the page, link, URL, and protected status, loses salience. The change is driven mainly by internal recall, with only a minor contribution from the nearby wording about an older IE versi...	0.000385	[]	0
d9_t467_L12	12	openai/gpt-5.6-luna	v2	The faint change lightly favours the nearby TLS and browser-settings context over unrelated alternatives. No specific configuration detail gains enough weight to displace the surrounding SSL discussion.	0.000395	[]	0
d8_t27_L12	12	openai/gpt-5.6-luna	v2	Tentative appearance-based impressions lose weight as emphasis shifts toward behavior and a broader takeaway. Impulse recedes, while instinctual behavior becomes more salient. The context of controlling risky impulses contributes partly, but the shift is driven mainly by internal recall. This is a strong internal movem...	0.000657	[]	0
d8_t348_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts from the people and the game as a general setting toward gambling, betting, and the decision to take risks. The prominence of participants and players recedes, along with the broader framing of the game. The change draws partly on the nearby mention of the inhibition task occurring before and on the ear...	0.000597	[]	0
d9_t293_L12	12	openai/gpt-5.6-luna	v2	Attention shifts modestly toward the server and host involved in supporting multiple SSL websites. The sense of sameness and other unrelated associations recedes. This change draws partly on the nearby references to an IP address, multiple websites, and SNI, while partly consolidating recalled associations. The interna...	0.000433	[]	0
d8_t27_L24	24	openai/gpt-5.6-luna	v2	tentative, appearance-based framing recedes, while a more general and requirement-oriented reading gains relative weight. References to behaviors and urges also lose salience. The shift comes mainly from internal recall, with only slight support from the nearby ideas of risky conduct and control. The internal movement ...	0.000489	[]	0
d8_t348_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts from the participants’ decision and betting activity toward gambling as a risky game. The people making the choices, along with the concrete decision itself, recede in favor of the broader behavioral and cognitive task. The shift is partly drawn from the earlier description of people playing a gambling ...	0.000541	[]	0
d9_t20_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward the SSL website, its URL, and especially the certificate involved. Login, termination, and protected or secured access recede from consideration. The change is driven mainly by internal recall rather than by the nearby references to the older IE version and navigation. Although the internal movem...	0.000326	[]	0
d9_t467_L18	18	openai/gpt-5.6-luna	v2	The faint change lightly favours enabling the relevant security setting over leaving it disabled or at its default state. It only slightly displaces the surrounding, less specific alternatives, with no particular consequence becoming settled.	0.000393	[]	0
d10_t211_L12	12	openai/gpt-5.6-luna	v2	The change faintly keeps attention on the health hazards of mercaptan and natural gas rather than the broader surrounding claims. Other implications recede only slightly, with the shift drawing partly on the nearby statement that mercaptan irritates the nose, throat, and lungs and partly on internal recall.	0.000441	[]	0
d11_t30_L12	12	openai/gpt-5.6-luna	v2	Emphasis shifts toward professional services and away from a tailored orientation. The earlier focus on organizing, efficiency solutions, and personal assistance is partly drawn back in, while in-place recall supplies the stronger service framing. This is a substantial internal shift with a moderate effect on the overa...	0.000365	[]	0
d10_t211_L18	18	openai/gpt-5.6-luna	v2	The faint shift keeps the health hazards of natural gas, particularly irritation affecting the lungs, slightly more salient than other possibilities. It draws partly on the immediately preceding mention of the nose, throat, and lungs, but no specific consequence gains clear emphasis.	0.000419	[]	0
d9_t467_L24	24	openai/gpt-5.6-luna	v2	A faint shift gives slight salience to the TLS security setting in connection with encryption and decryption over a generic or obsolete option. It lightly moves away from broader or outdated associations, relying mainly on internal recall rather than the immediately preceding instruction.	0.000493	[]	0
d10_t126_L12	12	openai/gpt-5.6-luna	v2	The focus shifts toward suffocation and impaired breathing as consequences of reduced oxygen, with harmful and damaging effects gaining salience. Broader outcomes involving unconsciousness and people recede. This change draws partly on the nearby discussion of reduced oxygen and asphyxiation and partly on recalled asso...	0.000519	[]	0
d6_t133_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward trying to answer and acknowledging the exchange, with light laughter gaining salience as well. Lingering stillness, guessing, and some of the earlier uncertainty recede, although a trace of uncertainty remains in the recalled associations. The shift is partly grounded in the nearby acts of asking...	0.000718	[]	0
d10_t367_L12	12	openai/gpt-5.6-luna	v2	The idea of pollutants or toxins being emitted and released gains weight over chemicals merely being found or present. The framing of substances as contained within a place recedes. The nearby description of toxic chemicals contributes partly, while internal recall chiefly consolidates associations with concentration, ...	0.000567	[]	0
d9_t293_L18	18	openai/gpt-5.6-luna	v2	The faint shift leans toward configuration or initialization, without giving any distinctive concept greater causal weight. No specific SSL-binding issue gains salience over another. Only a small amount of the earlier discussion of multiple SSL websites is drawn in; the change is mainly consolidated from internal recal...	0.000691	[]	0
d10_t211_L24	24	openai/gpt-5.6-luna	v2	A faint shift slightly favors the nearby connection between mercaptan irritation and bodily effects over other aspects of natural gas. Causal framing gains a trace of salience over result-oriented framing, without any distinctive hazard or entity becoming more prominent.	0.000566	[]	0
d9_t20_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward the SSL destination as a website or site, while secured and protected associations gain weight. The certificate, login, page, version, server, and Web aspects recede. The shift draws partly on the nearby mention of an older IE version and Windows XP leading to SSL, and partly on recalled website ...	0.000779	[]	0
d11_t30_L24	24	openai/gpt-5.6-luna	v2	The faint shift lightly favors tailored, specialized professional assistance over a general services framing. It partly draws on the nearby references to personal assistance and efficiency solutions, while catering-related associations recede.	0.00038	[]	0
d9_t293_L24	24	openai/gpt-5.6-luna	v2	The emphasis shifts modestly toward successful support for multiple SSL websites within the same IP address, rather than toward unrelated alternatives. The specific configuration details and other associations lose salience without any distinctive replacement becoming decisive. This draws partly on the nearby reference...	0.000617	[]	0
d10_t126_L18	18	openai/gpt-5.6-luna	v2	Emphasis shifts toward unconsciousness as a consequence of natural-gas exposure. The salience of people, reduced oxygen, and loss recedes, displacing a broader focus on those effects. The change draws partly on the nearby explanation of asphyxiation and reduced oxygen, while also consolidating recalled associations wit...	0.000544	[]	0
d10_t126_L24	24	openai/gpt-5.6-luna	v2	Emphasis shifts toward oxygen deprivation and respiratory effects of natural gas, with suffocation and breathing becoming more salient. The broader framing of harm or damage to people recedes, along with references to affected individuals. This draws partly on the nearby discussion of the gas as an asphyxiant that redu...	0.000611	[]	0
d12_t72_L24	24	openai/gpt-5.6-luna	v2	The change is faint and does not distinctly strengthen any particular scientific concept. No specific alternative is clearly displaced, and the nearby discussion of obscuration receives only a slight, nonspecific preference. The small contribution from earlier text draws weakly on the mention of obscuration and AGNs, w...	0.00021	[]	0
d11_t30_L18	18	openai/gpt-5.6-luna	v2	The emphasis shifts toward services and catering. Tailored offerings and work abroad lose salience. The change draws partly on the nearby discussion of organizing, efficiency solutions, and personal assistance, while partly consolidating internal recall. This is a substantial internal shift but only a minor adjustment ...	0.000585	[]	0
d8_t29_L18	18	openai/gpt-5.6-luna	v2	The framing of controlling risky impulses shifts toward something intuitive rather than difficult, challenging, or abstract. Both daunting difficulty and the opposing simple-or-easy characterization lose salience. The change draws partly on the nearby discussion of impulses and research, while also consolidating an int...	0.000854	[]	0

End of preview.

Delta-NLA warm-start data (Qwen3-8B)

Per-token, per-layer records of what one transformer block of Qwen/Qwen3-8B changed, built for training a Delta natural-language autoencoder: a verbalizer that sees the residual stream before (X) and after (Y) a block and a reconstructor that must recover the update Δ = Y − X from the description alone.

Code: https://github.com/syvb/metamodelling

Files

fineweb/records.jsonl — one record per (document, position, layer): norms, cosines, causal effect of removing the update (all / attention part / MLP part) on final next-token log-probs, attention sources. Layers 6, 12, 18, 24, 30; 1,500 FineWeb documents × 3 positions.
fineweb/vec_*.npz — fp16 vectors per record: X (input to the block), d (= Y − X), d_attn, d_mlp; ids aligns with records.jsonl.
fineweb/docs.jsonl — token ids of each (randomly truncated, ≤512 tokens) document.
fineweb/evidence.jsonl — human-readable evidence per record: decoded tokens, fixed-scale logit-lens readings, lens probability shift, per-layer percentiles, source snippets (clipped at the current token), 1200-char context.
fineweb/mean_d.pt — per-layer mean update vectors (subtract before computing variance explained).
fineweb/descriptions_*.jsonl — natural-language descriptions of each update written by openai/gpt-5.6-luna from the evidence only (never the true next token). v34 = thought-style prompt (no token quotes); v1_partial = token-quoting prompt.
math/ — the same for 16 one-pass arithmetic / multi-hop prompts at all 36 layers, last two positions.

Conventions

Activations are Qwen3-8B residual stream, hidden_states[n] = input to block n. Lens of an update is W_U (g ⊙ Δ / rms(X)). Causal effect = final log-probs with the update at that position replaced by nothing (all), by the MLP part only (attention removed), or by the attention part only (MLP removed).

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