Qwen3-0.6B-proposition-extractor

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.

[!NOTE]
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.

<details> <summary>Example 1</summary>

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>

</details> <details> <summary>Example 2</summary>

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>

</details> <details> <summary>Example 3</summary>

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>

</details>

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.