Writing study: Position: AI Should Facilitate Democratic Deliberation at Scale
← ICML 2026 oral writing corpus
José Ramón Enrı́quez, Jiaxin Pei, Alex Pentland · Official ICML 2026 oral record
Figure, table and section ledger
Editorial contribution type: Position & research agenda (primary).
Layout extraction, not a required paper template. Counts are distinct caption labels; a multi-panel figure counts once. Section spans are estimated from heading positions, including floats and whitespace. Method and limitations.
- Canonical PDF
- 15 physical pages
- Before references / appendix
- ≈ 9.13 page-equivalents
- Main figures / tables
- 2 / 0
- Attached appendix figures / tables
- 0 / 0
- Attached appendix span
- No boundary detected; not assumed zero
Extraction notes: No attached appendix boundary detected. Zero means no recognized caption, not independently verified absence.
Source-bound correction: Join wrapped printed heading text using adjacent source lines; original heading start coordinates are unchanged.
Section-by-section lengths and source pages
The title/abstract/front matter precede the first numbered heading. A span ends at the next detected top-level heading, not at the last sentence; end-page whitespace is included. References and statements are listed separately. These are not measurements of text-only or artwork area.
| Top-level heading | Starts on PDF page | Estimated span | Share of entire PDF |
|---|---|---|---|
| 1. Introduction | 1 | ≈ 0.8 pp. | 5.33% |
| 2. The case for deliberation at scale | 2 | ≈ 1.32 pp. | 8.8% |
| 3. Behavioral frictions in online deliberation | 3 | ≈ 0.99 pp. | 6.6% |
| 4. Guiding principles for pro-democratic AI | 4 | ≈ 0.85 pp. | 5.67% |
| 5. Promising directions: Evidence from AI-assisted deliberation | 5 | ≈ 2.5 pp. | 16.67% |
| 6. Critical challenges and safeguards | 7 | ≈ 1.1 pp. | 7.33% |
| 7. Alternative views | 8 | ≈ 0.79 pp. | 5.27% |
| 8. Call to action | 9 | ≈ 0.38 pp. | 2.53% |
| Acknowledgements | 10 | ≈ 0.09 pp. | 0.6% |
| References | 10 | ≈ 5.87 pp. | 39.13% |
All detected figure and table locations
Main text
Attached appendix
No recognized caption labels.
Argument and organization
- 1 Introduction; 2 The case for deliberation at scale; 3 Behavioral frictions
States the normative thesis and diagnoses cognitive, social and institutional barriers.
- 4 Guiding principles; 5 Promising directions; 6 Critical challenges and safeguards
Maps principles and existing evidence to interventions while keeping risks explicit.
- 7 Alternative views; 8 Call to action
Engages competing democratic arrangements and assigns actions to researchers, platforms and policymakers.
Problem, claim and contribution
The thesis is augmentation of citizens rather than AI substitution for democratic judgment, with deliberative quality separated from engagement optimization.
Abstract and Introduction, p.1 · Main paper
Argument and section order
The argument moves from frictions to cross-cutting principles, evidence, risks, competing positions and stakeholder-specific actions.
Sections 3-8, pp.3-9 · Main paper
Figures, captions and visual explanation
A full-width workflow separates four participation stages from an amber band of cross-cutting principles; its caption explicitly calls the sequence illustrative rather than mandatory.
Figure 2, p.7; prose layout, p.2 · Main paper
Tables, comparisons and evidence
The synthesis distinguishes evidence that components work in designed settings from proof of reliable deployment at population scale.
Sections 5-6, pp.5,7 · Main paper
Appendix and reproducibility
No appendix is supplied; qualifications, alternative views and proposed benchmarks remain in the main argument rather than being relegated behind references.
Sections 6-8, pp.7-9; references begin p.10 · Main paper
Clarity and writing conventions
The Alternative views section treats non-AI online platforms as a close comparator alongside liquid democracy, in-person deliberation and skepticism about technocratic control.
Section 7, pp.8-9 · Main paper
What to reuse—and what not to infer
Transferable lesson: Build a position paper around a falsifiable distinction in goals, give alternatives serious space, and make the requested actions specific to each responsible group.
Boundary: This is a normative synthesis, not a new randomized deployment study or proof that the proposed principles guarantee democratic outcomes.
Apply this lesson using the argument and evidence worksheet.
Inspection record and sources
- Checked
- 2026-10-07
- Reading status
- Writing-focused manuscript scan + selected visuals inspected
- Main text
- Writing-oriented scan of the main argument through physical p.9, with focused physical-page text inspection on 1, 2, 3, 4, 5, 7, 8, 9, 12. Framing, section progression, mechanism/proof explanation, displays, comparison conditions and conclusions were inspected. This is not exhaustive technical reading, proof verification or reproduction.
- Appendix / supplement
- No appendix in the 15-page published PDF; references occupy pp.10-15. The evidence base consists of cited studies and conceptual argument, not an appended experimental supplement.
- Visually inspected PDF pages
- 2, 7
This is a writing-focused scan of the manuscript and the stated supplementary scope: framing, organization, visual explanation, evidence presentation and wording. It is not a line-by-line proof audit, reproduction of results or exhaustive scientific review.