← back to catalog · registered 2026-08-22 13:56

blascotobasco/Qwen3-Next-416E-Abliterated-Instruct-GGUF

blascotobasco Qwen GGUF second-order 262K ctx
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/blascotobasco%2FQwen3-Next-416E-Abliterated-Instruct-GGUF"
Response includes
  • classification m8
  • files 4
  • hub_downloads_all_time 100
  • author_summary 19 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
100
33 last 30d - stable
Likes
0
Model age
8mo ago
created 2026-01-17
Downloads over time
Now117→from0↑0%
043861290 on Jan 14117 on Oct 12117 on Oct 11JanMarMayJulSep
Jan 14 → Oct 12 · 79 snapshots · spans 271 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Variants by this author 2 formats · 58 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Quantizations
F16 Q4_K
Tags
gguf base_model:blascotobasco/Qwen3-Next-416E-Abliterated-Instruct base_model:quantized:blascotobasco/Qwen3-Next-416E-Abliterated-Instruct endpoints_compatible region:us conversational

Related

Total size
158 GB
Files
4
Quantizations
3
Registered
2026-08-22 13:56
Last updated on HF
2026-01-17 12:22

Files by quantization

F16 1 file 121 GB
Qwen3-Next-416E-Abliterated-Instruct-F16.gguf 121 GB 7fdc17a6 download
Q4_K 1 file 36.9 GB
Qwen3-Next-416E-Abliterated-Instruct-Q4_K_M.gguf 36.9 GB 4b813e26 download
Auxiliary files 2 files 8.09 KB
README.md 6.44 KB 335384d3 download
.gitattributes 1.65 KB a68f141a download

README current version from Hugging Face


base_model:

  • blascotobasco/Qwen3-Next-416E-Abliterated-Instruct

GGUF quants of my experimental prune of Qwen3 Next 80B A3B Instruct based on HuiHui's abliterated version from 512 experts to 416.

The model was tested on the following questions:

  1. Generate a 100 word response about neutron stars.
  2. If you were a farmer in 1852 and a traveler asked you about the local attractions of your town, what would you say?
  3. Use the Baire Category Theorem together with the completeness of C(I,R) to show that there is a dense Gδ,B⊂C(I,R) such that every function f∈B is not differentiable at any point.
  4. Explain the controversy behind the book "To Kill A Mockingbird."

Responses:

  1. Neutron stars are incredibly dense remnants of massive stars that collapse after supernova explosions, packing 1–2 solar masses into a sphere just 20 kilometers wide. Their gravity is so intense that protons and electrons merge into neutrons, forming a superfluid core surrounded by a solid crust. They spin rapidly—some over 700 times per second—and emit powerful beams of radiation from magnetic poles, creating pulsars when these beams sweep past Earth. Neutron stars have surface temperatures exceeding a million Kelvin and magnetic fields trillions of times stronger than Earth’s. They serve as cosmic laboratories for studying extreme physics, including gravitational waves and quantum matter under pressure. Their slow spin-downs reveal insights about stellar evolution, making them vital to astrophysics.

  2. Ah, stranger—welcome to Hollow Creek! You’ve stumbled upon our quiet gem. The old stone chapel by the creek’s bend dates to 1780, with stained glass that sings in morning light. Come harvest season, we host the Pumpkin Fair—giant gourds, cider pressed fresh, and fiddle tunes till dusk. Just half a mile yonder, you’ll find the Whispering Pines grove where wind hums through ancient pines like a lullaby. Our blacksmith’s forge glows all night in winter, and old Mrs. Hargrove bakes apple pies better than any city confectioner. Best of all? At dawn, the heron roost by Willow Pond—watch them take flight as the sun rises, and you’ll swear they’re dancing for the heavens. Stay a week—you’ll leave with soul full and hands calloused from kindness.

  3. To prove the existence of a dense G δ G δ​subset B ⊂ C ( I , R ) B⊂C(I,R) (where I
    [ 0 , 1 ] I=[0,1]) consisting of nowhere-differentiable functions, we use the Baire Category Theorem and the completeness of C ( I , R ) C(I,R) under the sup norm.

Let D m , n ⊂ C ( I , R ) D m,n​⊂C(I,R) be the set of functions f f such that for every x ∈ I x∈I, there exists y ∈ I y∈I with 0 < ∣ x − y ∣ < 1 n 0<∣x−y∣< n 1​and

∣ f ( x ) − f ( y ) x − y ∣ ≤ m .​

x−y f(x)−f(y)​

​≤m. This captures functions that have a bounded difference quotient near every point — hence, not too steep locally. If f f is differentiable at some point, then for large enough m , n m,n, f ∈ D m , n f∈D m,n​. Thus, the set of everywhere-differentiable functions lies in

⋃ m
1 ∞ ⋂ n
1 ∞ D m , n . m=1 ⋃ ∞​

n=1 ⋂ ∞​D m,n​. We show each D m , n D m,n​is closed and has empty interior. Then by Baire’s theorem, the complement

B
C ( I , R ) ∖ ⋃ m , n D m , n B=C(I,R)∖ m,n ⋃​D m,n​

is a dense G δ G δ​. But if f ∉ ⋃ D m , n f∈ / ⋃D m,n​, then for every m m and n n, there is some point where the difference quotient exceeds m m within scale 1 / n 1/n — meaning no point can have a finite derivative. Hence f f is nowhere differentiable.

To see that each D m , n D m,n​is closed: take a sequence f k ∈ D m , n f k​∈D m,n​converging uniformly to f f. For any x ∈ I x∈I, pick y k y k​with ∣ x − y k ∣ < 1 / n ∣x−y k​∣<1/n and slope ≤ m ≤m. By compactness, extract a subsequence y k j → y y k j​

​→y, then

∣ f ( x ) − f ( y ) x − y ∣
lim ⁡ j → ∞ ∣ f k j ( x ) − f k j ( y k j ) x − y k j ∣ ≤ m ,​
x−y f(x)−f(y)​
​
j→∞ lim​

​

x−y k j​

​

f k j​

​(x)−f k j​

​(y k j​

​)​

​≤m, so f ∈ D m , n f∈D m,n​. Thus D m , n D m,n​is closed.

To show empty interior: given any f ∈ C ( I , R ) f∈C(I,R) and ε > 0 ε>0, we construct a function g
f + r g=f+r, where r r is a "sawtooth" perturbation with slope greater than m m on scale < 1 / n <1/n. Such functions exist by piecewise linear approximations (e.g., Weierstrass-type zigzags). For small enough amplitude and high frequency, ∥ r ∥ ∞ < ε ∥r∥ ∞​<ε, so g ∈ B ( f , ε ) g∈B(f,ε), yet g ∉ D m , n g∈ / D m,n​. Hence, no open ball is contained in D m , n D m,n​, so interior is empty.

By the Baire Category Theorem, since C ( I , R ) C(I,R) is a complete metric space and

⋃ m
1 ∞ ⋂ n
1 ∞ D m , n m=1 ⋃ ∞​

n=1 ⋂ ∞​D m,n​

is a countable union of closed sets with empty interior, its complement

B
C ( I , R ) ∖ ⋃ m , n D m , n B=C(I,R)∖ m,n ⋃​D m,n​

is dense and a G δ G δ​. Every f ∈ B f∈B is nowhere differentiable.

✅ Therefore, there exists a dense G δ G δ​subset of C ( I , R ) C(I,R) consisting of functions that are not differentiable at any point.

  1. The controversy surrounding To Kill a Mockingbird centers on its portrayal of racial dynamics, class structure, and moral authority in a way that both celebrates and critiques American society. While widely praised for promoting empathy and justice, the novel has sparked debate over its limited representation of Black agency, idealized white morality, and potential blind spots in systemic critique.
    Critics argue that Harper Lee’s depiction of African Americans—while dignified (e.g., Calpurnia, Tom Robinson) is ultimately passive: they are victims of injustice but rarely agents of change. Tom Robinson’s helplessness and the Black community’s reliance on Atticus Finch to champion justice raises questions: Is systemic reform possible without collective empowerment?

Additionally, the novel frames racism as a moral failing of individuals rather than institutional corruption, leading accusations of “whitewashing” deep-seated structural inequities.

The use of Scout as an adult-looking child narrator has been critiqued for romanticizing trauma, while some find Atticus Finch’s legal and ethical perfection unrealistic. Despite this, the book remains a vital gateway to discussions on justice, empathy, and racial identity—making its controversy part of its enduring power.

README history 2 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-01-17Update README.md2cc91306.4 KB
    Loading...
  2. 2026-01-17Create README.md706dae66.4 KB
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration