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Page 16 of 35   Martin-Gonzalez et al. Energy Mater. 2025, 5, 500121  https://dx.doi.org/10.20517/energymater.2025.32

               eliminate S, on the contrary, very large S can be achieved upon SOC induced bandgap opening, further
               assisted by the low-dimensionality and band linearity [159,160] . This, in addition to the ballistic topological
               transport (protected from backscattering) which improves  σ, could allow for unprecedented PFs.
               Furthermore, the presence of a non-zero Berry curvature under certain conditions allows the realization of a
               very large anomalous Nernst effect (ANE), which can also be modulated by gating [90,91,161-163] . These are novel
               phenomena, but at this point, it is not yet clear if they can provide larger performance compared to the
               conventional operation. A study on such a Heusler material heterostructure has speculated an incredible
                                                                                                    -1
               zT ~ 5, importantly as a result of its extremely high PF which reaches values as high as ~50 mW·m ·K -2[34] .
               Although not yet reproduced successfully, it could be that topological effects, or operating in the presence of
               those, could have a lot to offer to thermoelectricity. We mentioned a few exploratory directions, but we
               emphasize that this is not an exhaustive list; other novel physics-based effects are investigated, ranging from
               Anderson-type transport, atomic ordering , to spin-Seebeck, to magnon-based effects, to techniques that
                                                   [14]
                                                            [164]
               soften the lattice and reduce thermal conductivity , to utilizing 4f electrons and their effect on the
               DOS , to utilizing scattering of s-orbital electrons by d-orbitals in metals , and many more. It yet
                                                                                  [166]
                   [165]
               remains to be seen if some of these will result in high PF performance, especially at room and elevated
               temperatures.
               Finally, we need to stress that there are many important developments in materials with important
               performance features, but not high enough zT to make it into Figure 1, and because of this they sometimes
               receive less attention. Other than the half-Heuslers mentioned earlier with very high PFs, but zT only
               around 1-1.5 [167,168] , we would like to mention the case of Mg Sb  and its derivatives [22,169-172] . This material has
                                                                    2
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               a zT of ~0.7, but importantly this is at room temperature, which is a range where not many candidates can
               challenge Bi Te . Such a non-Te base material composed of abundant elements can have a much larger
                             3
                          2
               impact on room-temperature applications.
               Beyond energy conversion and cooling applications, significant interest for TE effects is also encountered in
               the field of spintronics, where spin currents or voltages need to be created. In particular, the spin-Seebeck
               effect-SSE (the spin analog of the Seebeck effect), discovered in 2008, has been explored for generation of
               “spin voltages” driven by thermal gradients (having the ability for spin injection into attached conductors).
               This gave birth to the field of “spin-caloritronics”. Unlike typical thermoelectrics, which are optimized for
               highly doped semiconductors, the SSE can be realized in a variety of magnets from - metals to
               semiconductors and insulators; thus, it could enable insulator-based thermoelectrics [173,174] . SSE was observed
               in both the transverse configuration, in which a spin current perpendicular to the temperature gradient can
               be measured, and the longitudinal configuration, in which a spin current flowing in parallel to the
               temperature gradient is created in the longitudinal direction; thus, this is referred to as the Longitudinal
               Spin Seebeck Effect (LSSE). The latter has been observed in paramagnetic metal/ferromagnetic insulator
               junctions, and due to its simplified structure is the mainstream SSE direction [175,176] . However, in this
               configuration, proximity effects from the ferromagnetic material can result in the creation of the ANE in the
               metal, in the same direction as the LSSE. Thus, when studying the SSE, separation of the two signals is an
                                            [177]
               important task that is undertaken . Only in magnetic insulators which do not develop the ANE, has the
               LSSE been measured unequivocally . In general, from the application perspective, the output voltage of
                                             [177]
               LSSE is much smaller than that of conventional devices, but it can be used for spintronic applications, and
               sensors.


               Utilizing the diverse array of materials production and manipulation methods discussed above, a wide range
               of materials has been explored for TE applications, including Chalcogenides [178,179] , Skutterudites [180,181] , Zintl
               phases [182-184] ,  Clathrates [185-187] ,  full-Heusler [139,188-190] ,  half-Heusler [191-193] ,  Silicides [194,195] ,  Oxides [196-198] ,
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