Matryoshka NLA (earlier tests)
Collection
v2 item-truncation matryoshka NLA (Qwen2.5-7B L20): warm-start AV verbalizer + AR critic checkpoints, warm-start data, base NLA. • 10 items • Updated
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prompt string | activation_vector list | n_raw_tokens int64 | activation_layer int64 | doc_id string | detokenized_text_truncated string |
|---|---|---|---|---|---|
Summary of the following text: <text>Sentence ending mid-clause after "as the," continuation required
Protagonist's transformation metaphor (cog/machine) being completed
Parallel structure: "slowly turned into" needs completing object/description
Narrative arc: Purushottam's degradation reaching its culmination point
C... | [
1.0625,
0.57421875,
1.203125,
-0.16015625,
2.21875,
-0.91796875,
-1.484375,
0.78125,
-3.796875,
-1.3828125,
-0.80859375,
1.640625,
-1.3125,
0.51171875,
-0.83203125,
-0.7265625,
0.43359375,
-1.5078125,
-1.6796875,
-0.1572265625,
4.40625,
-1.140625,
-1.765625,
-0.30859375... | 536 | 20 | openbmb/Ultra-FineWeb:en:20390 | Mumbai, 20 Nov 2020 16:32 IST
Directed by the late Rajen Kothari and Dayal Nihalani, the film is a stark portrait of life within a broken system that spares no one.
Das-Capital: Gulamon Ki Rajdhani brings to mind a short story this reviewer read back in school, Kafan (Shroud) by Munshi Premchand. The film possesses the... |
Summary of the following text: <text>Final token is a character name, likely protagonist introduction
Character name "Purushottam" begins a new sentence describing the protagonist
Film review genre expects character description after naming protagonist
Synopsis structure: character name typically followed by occupation... | [
0.224609375,
0.52734375,
0.41015625,
-0.53125,
0.640625,
1.140625,
0.859375,
1.90625,
-1.9921875,
2.03125,
0.462890625,
2.703125,
-0.38671875,
0.9296875,
-4.09375,
0.984375,
-0.03125,
-1.578125,
-1.15625,
0,
-25.875,
0.546875,
-0.041015625,
0.2265625,
0.890625,
-0.8... | 176 | 20 | openbmb/Ultra-FineWeb:en:20390 | Mumbai, 20 Nov 2020 16:32 IST
Directed by the late Rajen Kothari and Dayal Nihalani, the film is a stark portrait of life within a broken system that spares no one.
Das-Capital: Gulamon Ki Rajdhani brings to mind a short story this reviewer read back in school, Kafan (Shroud) by Munshi Premchand. The film possesses the... |
Summary of the following text: <text>Final word "discrimination" ends an ongoing list of social issues
List of four issues implies continuation or concluding clause follows
Causal/contrastive conjunction expected, e.g., "this film remains relevant"
Film review concluding paragraph making broader societal relevance argu... | [
-1.375,
-0.0126953125,
-0.5078125,
-0.369140625,
0.53125,
1.0234375,
0.138671875,
0.4609375,
1.078125,
-4,
1.21875,
-2.421875,
0.74609375,
-0.8203125,
-0.54296875,
-0.859375,
0.58984375,
0.451171875,
-0.62109375,
-3.375,
2.203125,
-0.01171875,
1.5,
1.15625,
-1.015625,... | 1,097 | 20 | openbmb/Ultra-FineWeb:en:20390 | Mumbai, 20 Nov 2020 16:32 IST
Directed by the late Rajen Kothari and Dayal Nihalani, the film is a stark portrait of life within a broken system that spares no one.
Das-Capital: Gulamon Ki Rajdhani brings to mind a short story this reviewer read back in school, Kafan (Shroud) by Munshi Premchand. The film possesses the... |
Summary of the following text: <text>Final token is mid-sentence after "superiors," continuation expected
Corrupt officers escape consequences; Purushottam suffers them instead
Cyclical entrapment pattern: each escape attempt worsens his situation
Sentence structure incomplete; resolution of inter-office rivalry clause... | [
0.064453125,
1.65625,
1.625,
-2.953125,
0.068359375,
1.390625,
-0.56640625,
-0.2578125,
-1.0078125,
5.28125,
-1.4609375,
2.53125,
1.234375,
3.4375,
-1.28125,
-0.119140625,
-0.765625,
-1.9609375,
0.49609375,
1.7578125,
-2.9375,
-0.1748046875,
-0.8515625,
0.71875,
-1.66... | 489 | 20 | openbmb/Ultra-FineWeb:en:20390 | Mumbai, 20 Nov 2020 16:32 IST
Directed by the late Rajen Kothari and Dayal Nihalani, the film is a stark portrait of life within a broken system that spares no one.
Das-Capital: Gulamon Ki Rajdhani brings to mind a short story this reviewer read back in school, Kafan (Shroud) by Munshi Premchand. The film possesses the... |
Summary of the following text: <text>"Heartbreaking" is an adjective mid-noun-phrase, requiring a noun
Third item in a stylistic triad ("stark realism, sardonic humour, heartbreaking X")
Film review genre with evaluative, literary-comparative tone
Munshi Premchand parallel suggests themes of poverty, suffering, helples... | [
1.203125,
-0.380859375,
0.67578125,
-1.1640625,
1.2109375,
-0.8125,
-3.40625,
-0.146484375,
-7.53125,
0.25,
-0.396484375,
-1.390625,
0.9609375,
-1.5703125,
0.546875,
-1.0234375,
1.4453125,
2.34375,
-1,
-0.8125,
8.5,
0.1611328125,
-0.890625,
-0.6015625,
-0.2109375,
1... | 108 | 20 | openbmb/Ultra-FineWeb:en:20390 | Mumbai, 20 Nov 2020 16:32 IST
Directed by the late Rajen Kothari and Dayal Nihalani, the film is a stark portrait of life within a broken system that spares no one.
Das-Capital: Gulamon Ki Rajdhani brings to mind a short story this reviewer read back in school, Kafan (Shroud) by Munshi Premchand. The film possesses the... |
"Summary of the following text: <text>Final word \"losing\" begins a phrase requiring its object nou(...TRUNCATED) | [-0.013671875,-1.1015625,-1.390625,-0.8671875,-0.80078125,-0.8203125,-0.04296875,0.099609375,-5.4062(...TRUNCATED) | 693 | 20 | openbmb/Ultra-FineWeb:en:20390 | "Mumbai, 20 Nov 2020 16:32 IST\nDirected by the late Rajen Kothari and Dayal Nihalani, the film is a(...TRUNCATED) |
"Summary of the following text: <text>Final token \"interactions\" ends a clause mid-review structur(...TRUNCATED) | [0.12109375,-0.25,0.41015625,-0.8984375,2.203125,0.005859375,0.4765625,0.328125,-1.421875,-4.4375,0.(...TRUNCATED) | 929 | 20 | openbmb/Ultra-FineWeb:en:20390 | "Mumbai, 20 Nov 2020 16:32 IST\nDirected by the late Rajen Kothari and Dayal Nihalani, the film is a(...TRUNCATED) |
"Summary of the following text: <text>Final token \"Rajpal\" is an incomplete proper name requiring (...TRUNCATED) | [0.9140625,0.5234375,0.1025390625,0.7109375,-0.51171875,-0.2216796875,-0.041015625,0.8359375,0.02465(...TRUNCATED) | 854 | 20 | openbmb/Ultra-FineWeb:en:20390 | "Mumbai, 20 Nov 2020 16:32 IST\nDirected by the late Rajen Kothari and Dayal Nihalani, the film is a(...TRUNCATED) |
"Summary of the following text: <text>Final word \"the\" begins a noun phrase completing \"redeemed (...TRUNCATED) | [-0.49609375,0.609375,0.44921875,-0.31640625,0.703125,-3.015625,-2.265625,0.92578125,0.74609375,2.18(...TRUNCATED) | 974 | 20 | openbmb/Ultra-FineWeb:en:20390 | "Mumbai, 20 Nov 2020 16:32 IST\nDirected by the late Rajen Kothari and Dayal Nihalani, the film is a(...TRUNCATED) |
"Summary of the following text: <text>Final token \"corrupt\" is adjective, mid-clause, incomplete t(...TRUNCATED) | [0.6796875,0.14453125,-0.10546875,-0.6953125,-0.70703125,-0.271484375,0.1796875,0.087890625,5.0625,0(...TRUNCATED) | 549 | 20 | openbmb/Ultra-FineWeb:en:20390 | "Mumbai, 20 Nov 2020 16:32 IST\nDirected by the late Rajen Kothari and Dayal Nihalani, the film is a(...TRUNCATED) |
End of preview.
NLA Qwen2.5-7B L20 warm-start data — Sonnet-4.6 "matryoshka" explanations + activations
Re-warm-start dataset for the Natural Language Autoencoders
Qwen2.5-7B (layer-20) AV/AR pair. Pairs Qwen2.5-7B-Instruct layer-20 residual-stream
activations with the Claude Sonnet-4.6 explanations from
ceselder/nla-matryoshka-warmstart-sonnet46.
The source dataset is text-only (explanations keyed by custom_id, no vectors). This
dataset adds the missing activations: for each av-*/ar-* row the activation is
Qwen2.5-7B-Instruct's layer-20 hidden state at the last token of input_text.
input_text is exactly token_ids[:position] — verified: it retokenizes to the custom_id
position count for 100% of rows — so this is reproducible from the text alone, no source
corpus needed (the original Ultra-FineWeb slice is no longer hosted / has drifted).
Files
| file | rows | use |
|---|---|---|
av_sft.parquet |
219992 | actor (AV) warm-start SFT — train |
av_eval.parquet |
5007 | actor eval holdout (document-level) |
ar_sft.parquet |
219600 | critic (AR) warm-start SL — train |
ar_eval.parquet |
5008 | critic eval holdout (document-level) |
base_av.parquet |
224999 | master: vectors+explanation+text+custom_id (all av) |
base_ar.parquet |
224608 | master: vectors+explanation+text+custom_id (all ar) |
Each parquet ships a .nla_meta.yaml sidecar. SFT/eval parquets are stage-3 format
(drop-in for configs/actor_sft.sh / critic_sft.sh). The base_* masters carry the
raw activation vectors (norm="none") + api_explanation + detokenized_text_truncated
custom_id; runnla.datagen.stage3_buildon them to regenerate SFT parquets with other templates, or to re-split.
Holdout
~10k samples held out for eval (≈5k av + ≈5k ar), split at the document level (whole docs, seed 42) so no training position shares a document with an eval position.
Provenance
- base model
Qwen/Qwen2.5-7B-Instruct, layer 20, d_model 3584, raw vectors (norm="none") - explanations
claude-sonnet-4-6(av-/ar- succeeded rows of the matryoshka dataset)
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