Submitted:
06 August 2026
Posted:
07 August 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Conceptual Background
2.2. Modeling Linguistic Enrichment
2.3. Methodological Approach
3. Main Results
3.1. The Linguistic Enrichment Principle
3.2. Learning Models and Multiple Stable Linguistic States
3.3. Interpretation for Language Learning
- the incorporation of new linguistic resources;
- the elimination or correction of inaccurate, redundant, or inappropriate language;
- the progressive refinement of distinctions between expressions that initially appear similar but perform different communicative or discourse functions.
3.4. Different Stable Outcomes of Language Learning
| Stable profile | Lexical variation | Punctuation | Grammar |
|---|---|---|---|
| Restricted | Stable | Stable | |
| Developed | Stable | Stable | |
| Highly developed | Stable | Stable | |
| Restricted | Unstable | Stable | |
| Developed | Unstable | Stable | |
| Highly developed | Unstable | Stable | |
| Restricted | Stable | Unstable | |
| Developed | Stable | Unstable | |
| Highly developed | Stable | Unstable | |
| Restricted | Unstable | Unstable | |
| Developed | Unstable | Unstable | |
| Highly developed | Unstable | Unstable |
3.5. The Structure of Stable Linguistic Outcomes
Explain why learning a foreign language may be useful.
Stable text :Learning a foreign language is useful. It helps people speak with other people. It helps people find a job. It also helps people travel and learn new things.
Stable text :Learning a foreign language is useful. It allows people to communicate with others. It can improve employment opportunities. It also makes travelling easier and gives access to new knowledge.
Stable text :Learning a foreign language offers substantial personal and professional benefits. It facilitates communication across linguistic boundaries, broadens employment prospects, and enables individuals to engage confidently in international environments. Moreover, language learning provides access to new sources of knowledge and different cultural perspectives.
3.6. Implications for Language Learning and Academic Discourse
4. Illustrative Examples of Linguistic Enrichment
4.1. Progressive Enrichment of Academic Discourse
From Theorem 2 we obtain the result.
- From Theorem 2 we obtain the result.
- According to Theorem 2, the result follows immediately.
- By applying Theorem 2, we obtain the desired conclusion.
- In view of Theorem 2, the statement holds.
- As a consequence of Theorem 2, we obtain the result.
- Combining Theorem 2 with Lemma 3, we obtain the result.
4.2. Discussion and Linguistic Interpretation
4.3. Convergence to a Stable Academic Repertoire
- according to introduces an established source or authority;
- by applying emphasizes the method used;
- in view of indicates logical justification;
- therefore and thus express logical consequence;
- demonstrates and establishes describe different levels of argumentative strength.
4.4. Discussion
Author Contributions
Data Availability Statement
Conflicts of Interest
Acknowledgments
Appendix A. Formal Fixed Point Framework for Stable Linguistic States
Appendix A.1. P-Ordered Structure
- 1.
- reflexive: for all ;
- 2.
- antisymmetric: if whenever there hold and , it follows that ;
- 3.
- transitive: and , then ,
Appendix A.2. Smoothing–Enrichment Operator
Appendix A.3. P-Complete Lattice
-
The element is called the supremum of A (or least upper bound), i.e., an element such that:
- 1.
- for all ,
- 2.
- if is any upper bound of A, then .
-
The element is called the infimum of A (or greatest lower bound), i.e., an element such that:
- 1.
- for all ,
- 2.
- if is any lower bound of A, then .
Appendix B. Application
- replacement of non-idiomatic expressions,
- grammatical correction,
- stylistic smoothing,
- enrichment of the discourse.
References
- Al Fajri, M.S.; Kirana, A.W.; Putri, C.I.K. Lexical bundles of L1 and L2 English professional scholars: A contrastive corpus-driven study on applied linguistics research articles. J. Lang. Educ. 2020, 6(4), 76–89. [Google Scholar] [CrossRef]
- Beckner, C.; Blythe, R.; Bybee, J.; Christiansen, M.H.; Croft, W.; Ellis, N.C.; Holland, J.; Ke, J.; Larsen-Freeman, D.; Schoenemann, T. Language is a complex adaptive system: Position paper. Lang. Learn. 2009, 59 (Suppl. 1), 1–26. [Google Scholar] [CrossRef]
- Birkhoff, G. Lattice Theory, 3rd ed.; American Mathematical Society Colloquium Publications: Providence, RI, USA; American Mathematical Society, 1967; Vol. 25. [Google Scholar]
- Davey, B.A.; Priestley, H.A. Introduction to Lattices and Order, 2nd ed.; Cambridge University Press: Cambridge, UK, 2002. [Google Scholar] [CrossRef]
- de Bot, K.; Lowie, W.; Verspoor, M. A Dynamic Systems Theory approach to second language acquisition. Biling. Lang. Cogn. 2007, 10(1), 7–21. [Google Scholar] [CrossRef]
- Douglas Fir Group. A transdisciplinary framework for SLA in a multilingual world. Mod. Lang. J. 2016, 100 (Suppl. 1), 19–47. [Google Scholar] [CrossRef]
- Ellis, N.C.; Simpson-Vlach, R.; Maynard, C. Formulaic language in native and second language speakers: Psycholinguistics, corpus linguistics, and TESOL. TESOL Q. 2008, 42(3), 375–396. [Google Scholar] [CrossRef]
- Ellis, N.C. Second language learning of morphology. J. Eur. Second Lang. Assoc. 2022, 6(1), 34–59. [Google Scholar] [CrossRef]
- Ellis, R. Principles of instructed language learning. System 2005, 33(2), 209–224. [Google Scholar] [CrossRef]
- Fraser, B. What are discourse markers? J. Pragmat. 1999, 31(7), 931–952. [Google Scholar] [CrossRef]
- Halliday, M.A.K.; Martin, J.R. Writing Science: Literacy and Discursive Power; The Falmer Press: London, UK, 1993. [Google Scholar]
- Hiver, P.; Al-Hoorie, A.H.; Evans, R. Complex dynamic systems theory in language learning: A scoping review of 25 years of research. Stud. Second Lang. Acquis. 2022, 44(4), 913–941. [Google Scholar] [CrossRef]
- Hyland, K. As can be seen: Lexical bundles and disciplinary variation. Engl. Specif. Purp. 2008, 27(1), 4–21. [Google Scholar] [CrossRef]
- Hyland, K. Academic Discourse: English in a Global Context; Continuum: London, UK, 2009. [Google Scholar]
- Hyland, K.; Jiang, F.K. Academic lexical bundles: How are they changing? Int. J. Corpus Linguist. 2018, 23(4), 383–407. [Google Scholar] [CrossRef]
- Knaster, B. Un théorème sur les fonctions d’ensembles. Ann. De La Société Pol. De Mathématique 1928, 6, 133–134. [Google Scholar]
- Kontorovich, I.; Liu, N.Q.; Kang, S.-W. Transitioning to proof via writing scripts on the rules of a new discourse. Educ. Stud. Math. 2024, 117, 143–162. [Google Scholar] [CrossRef]
- Kwary, D.A.; Ratri, D.; Artha, A.F. Lexical bundles in journal articles across academic disciplines. Indones. J. Appl. Linguist. 2017, 7(1), 131–140. [Google Scholar] [CrossRef]
- Larsen-Freeman, D.; Cameron, L. Complex Systems and Applied Linguistics; Oxford University Press: Oxford, UK, 2008. [Google Scholar]
- MacNeille, H.M. Partially ordered sets. Trans. Am. Math. Soc. 1937, 42(3), 416–460. [Google Scholar] [CrossRef]
- Nesi, H.; Basturkmen, H. Lexical bundles and discourse signalling in academic lectures. Int. J. Corpus Linguist. 2006, 11(3), 283–304. [Google Scholar] [CrossRef]
- Petruşel, A. Fixed points vs. coupled fixed points. J. Fixed Point Theory Appl. 2018, 20, 150. [Google Scholar] [CrossRef]
- Petruşel, A.; Rus, I.A. Fixed point theorems in ordered L-spaces. Proc. Am. Math. Soc. 2006, 134, 411–418. [Google Scholar] [CrossRef]
- Povolná, R. Causal and contrastive discourse markers in novice academic writing. Brno Stud. Engl. 2012, 38(2), 131–148. [Google Scholar] [CrossRef]
- Ran, A.C.M.; Reurings, M.C.B. A fixed point theorem in partially ordered sets and some applications to matrix equations. Proc. Am. Math. Soc. 2004, 132(5), 1435–1443. [Google Scholar] [CrossRef]
- Schleppegrell, M.J. The Language of Schooling: A Functional Linguistics Perspective; Lawrence Erlbaum Associates: Mahwah, NJ, USA, 2004. [Google Scholar]
- Simpson-Vlach, R.; Ellis, N.C. An academic formulas list: New methods in phraseology research. Appl. Linguist. 2010, 31(4), 487–512. [Google Scholar] [CrossRef]
- Tarski, A. A lattice-theoretical fixpoint theorem and its applications. Pac. J. Math. 1955, 5(2), 285–309. [Google Scholar] [CrossRef]
- Verspoor, M.; de Bot, K.; Lowie, W. A Dynamic Approach to Second Language Development: Methods and Techniques; John Benjamins: Amsterdam, The Netherlands, 2011. [Google Scholar]

| Expression | Primary discourse function |
|---|---|
| according to | reference to an established result |
| by applying | emphasis on the applied method |
| in view of | logical justification |
| as a consequence of | logical implication |
| combining | synthesis of several previous results |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).