Smoothie Qwen 3 0.6B Proposition Extractor
- This model extracts propositions from text paragraphs.
- Input and output should be given in HTML-like syntax. See examples below.
For best results, sample with warmer temperatures. If it's too cold, the model will just give a list of sentences.
Examples
- Top-p 0.75
- Temperature 0.6
Note: The HTML input and output have been prettified. In the training data, there are no indents or linebreaks.
Example 1
Input
<p>
Printmaking stands at the intersection of invention, tradition, and
materiality, inviting artists to rethink image-making as a tactile dialogue
between surface, pressure, and pigment. From the intrepid experiments of
monotype and collagraph to the disciplined precision of linocut and etching,
printmaking grants multiplicity without sacrificing coherence of vision; a
single matrix can yield an edition of prints that refracts a single moment
into many interpretations, each copy carrying unique variations in tone,
texture, and mark. This discipline is as much about process as product: the
choice of paper, the kind of ink, the pressure applied by the press, the
sequence of inking and wiping, and the calibration of temperature and
humidity all become expressive variables. Printmakers continually juxtapose
reproduction with originality, embracing reproducibility as a democratic
instrument that democratizes access to imagery while also offering a rigorous
framework for authorship, editioning, and provenance. In contemporary
practice, printmaking often serves as a bridge between traditional ateliers
and experimental studios, where digital tools inform analog methods and
hand-crafted marks retain a human trace that no machine can fully replicate.
The result is a dynamic, evolving field that honors historical lineage—from
woodcut blocks in early modern Europe to aquatint experiments in the 18th
century—while pushing toward new textures, hybrid techniques, and socially
engaged projects that expand the role of prints beyond decoration to
documentation, protest, and storytelling.
</p>
Output
<ul>
<li>
Printmaking is a field that combines invention, tradition, and
materiality.
</li>
<li>
Printmaking invites artists to reimagine image-making as a tactile
dialogue between surface, pressure, and pigment.
</li>
<li>Monotype and collagraph are examples of printmaking experiments.</li>
<li>Linocut and etching are examples of printmaking disciplines.</li>
<li>
Printmaking allows for multiplicity without sacrificing coherence of
vision.
</li>
<li>
A single matrix can yield an edition of prints that refract a single
moment into many interpretations.
</li>
<li>
Each copy of a print carries unique variations in tone, texture, and mark.
</li>
<li>Printmaking is about process, not product.</li>
<li>
Printmakers use variables such as paper, ink, pressure, inking/wiping, and
temperature/humidity as expressive variables.
</li>
<li>
Printmakers embrace reproducibility as a democratic instrument that
democratizes access to imagery.
</li>
<li>
Printmakers offer a rigorous framework for authorship, editioning, and
provenance.
</li>
<li>
Printmaking serves as a bridge between traditional ateliers and
experimental studios.
</li>
<li>Digital tools inform analog methods in printmaking.</li>
<li>Hand-crafted marks retain a human trace in printmaking.</li>
<li>Printmaking is a dynamic, evolving field.</li>
<li>
Printmaking honors historical lineage, from woodcut blocks in early modern
Europe to aquatint experiments in the 18th century.
</li>
<li>
Printmaking pushes toward new textures, hybrid techniques, and socially
engaged projects.
</li>
<li>
Printmaking expands the role of prints beyond decoration to documentation,
protest, and storytelling.
</li>
</ul>
Example 2
Input
<p>
Forensic medicine occupies a crucial niche at the crossroads of science, law,
and public health, translating biological signals into evidentiary narratives
that can stand up in court while illuminating patterns of disease and injury
in populations. At its core lies the meticulous reconstruction of events
through the physical remnants of the human body: wounds, pathological
changes, toxic substances, and radiographic or genetic data are interpreted
within established medico-legal frameworks to determine cause and manner of
death, as well as to identify potential public health risks. The field
continually grapples with the balance between diagnostic certainty and
probabilistic inference, acknowledging the limits of evidence while
leveraging advances in imaging, histopathology, genomics, and metabolomics to
refine conclusions. Incidence of disease, when examined through forensic
lenses, yields insights into epidemiological trends, environmental exposures,
occupational hazards, and social determinants that shape who gets sick and
how severe their outcomes may be. As technologies evolve—such as
high-throughput sequencing, machine learning-assisted pattern recognition,
and digital documentation—forensic medicine becomes more capable of
reconstructing complex cases, while also raising important considerations
about privacy, consent, and the fair application of scientific findings
within legal systems. In practice, the discipline not only resolves
individual cases but also informs policies on disease surveillance, workplace
safety, and emergency response, illustrating how evidence gathered in the
morgue or the field can ripple outward to protect communities.
</p>
Output
<ul>
<li>
Forensic medicine is a specialized field that integrates science, law, and
public health.
</li>
<li>
Forensic medicine translates biological signals into evidentiary
narratives.
</li>
<li>
Forensic medicine can be used in court to establish cause and manner of
death.
</li>
<li>Forensic medicine identifies potential public health risks.</li>
<li>
Forensic medicine balances diagnostic certainty with probabilistic
inference.
</li>
<li>
Forensic medicine uses advances in imaging, histopathology, genomics, and
metabolomics to refine conclusions.
</li>
<li>
Forensic medicine provides insights into epidemiological trends,
environmental exposures, occupational hazards, and social determinants.
</li>
<li>
Forensic medicine informs policies on disease surveillance, workplace
safety, and emergency response.
</li>
<li>Forensic medicine gathers evidence in the morgue or field.</li>
<li>
Forensic medicine protects communities by ripple outward to other areas.
</li>
</ul>
Example 3
Input
<p>
Communities emerge as living ecosystems where shared routines, symbolic
meanings, and material conditions intertwine to create structures of
belonging, identity, and mutual support. Sociologists and anthropologists
study communities as dynamic networks shaped by kinship, migration,
economics, power relations, and cultural practices, recognizing that
collective life is sustained not merely by formal institutions but by
everyday interactions—gossip, rituals, neighborhood economies, and informal
childcare—that knit individuals into a sense of collective fate. Analytical
attention often centers on how communities mobilize resources, negotiate
conflict, and cultivate solidarities across difference, whether through
voluntary associations, religious gatherings, educational networks, or
digital forums that extend social reach beyond geographic boundaries.
Ethnographic immersion reveals the texture of everyday life: the textures of
language, foodways, material culture, and space, all of which encode values
and histories that both constrain and enable action. Yet communities are not
monolithic; internal diversity, contested identities, and evolving norms
generate tensions that can spur transformation as much as cohesion. In
contemporary research, emphasis on equity, inclusion, and reflexivity invites
close examination of power dynamics, structural inequalities, and the ways
institutions—policies, media, and governance—intersect with communal life.
Taken together, studies of communities illuminate how people collectively
interpret the world, share resources, and navigate the pressures of
modernization while maintaining a sense of place, purpose, and mutual
obligation.
</p>
Output
<ul>
<li>
Communities are living ecosystems that integrate shared routines, symbolic
meanings, and material conditions to form structures of belonging,
identity, and mutual support.
</li>
<li>
Sociologists and anthropologists study communities as dynamic networks
influenced by kinship, migration, economics, power relations, and cultural
practices.
</li>
<li>
Communities sustain their existence not just through formal institutions
but through everyday interactions such as gossip, rituals, neighborhood
economies, and informal childcare.
</li>
<li>
Analytical attention often focuses on communities' ability to mobilize
resources, negotiate conflict, and cultivate solidarities across
difference, whether through voluntary associations, religious gatherings,
educational networks, or digital forums that transcend geographic
boundaries.
</li>
<li>
Ethnographic immersion reveals the textures of everyday life, including
language, foodways, material culture, and space, which encode values and
histories that both constrain and enable action.
</li>
<li>
Despite their diversity, communities are not monolithic; internal
differences, contested identities, and evolving norms generate tensions
that can either foster transformation or cohesion.
</li>
<li>
In contemporary research, the emphasis on equity, inclusion, and
reflexivity encourages close examination of power dynamics, structural
inequalities, and the intersections of institutions—policies, media, and
governance—with communal life.
</li>
<li>
Studies of communities collectively illustrate how people collectively
interpret the world, share resources, navigate the pressures of
modernization, and maintain a sense of place, purpose, and mutual
obligation.
</li>
</ul>
Limitations
- Quality of results depends on the sampling parameters
- Ideally, want the model to paraphrase and extract propositions without being too literal or too vague
- Not deterministic because it's a large language model
- Input quality is also important
- Garbage in, garbage out
- Natural language can be imprecise and ambiguous
Training Settings
- LLaMA Factory
- 3 epochs
- flashattn2
- NEFTune alpha 5, pack sequences on
- LoRA rank 16, alpha 32 with rsLoRA on
Licence
Apache 2.0
See Also
agentlans/granite-4.0-1b-paraphraser which has additional functions.
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