“…The interactions between the three biomass constituents are inherently intricate in the plant cell wall, involving covalent bonds and noncovalent interactions (NCIs) such as hydrogen bonds, π–π stacking, and van der Waals forces . When operating in concert, such NCIs can result in differences in Gibbs free energy, leading to transition-state stabilization or destabilization. , Understanding the effects of these interactions at the molecular level is essential to the macroscopic process design, scale-up, and optimization of biomass fast pyrolysis technologies to obtain the most desirable product distributions. , In particular, the interactions between CE and lignin during fast pyrolysis have been a subject of extensive research over the last two decades, yet no conclusive consensus has been reached. − Early experimental studies postulated that CE–lignin interactions affect secondary decomposition of levoglucosan (LG, 1,6-anhydro-β- d -glucopyranose). However, contradictory findings in LG yields lead to different hypotheses regarding the effects of lignin in the literature, − where inhibited LG polymerization, inhibited LG degradation, or catalyzed LG degradation is proposed.…”